{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5048753c-5d1c-49e1-bed4-197f44bf4843",
   "metadata": {},
   "source": [
    "# **3.1 用户分析**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "50456417-efd0-4524-a783-b3484c2ab629",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "deliver  = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_orders_dataset.csv')\n",
    "order = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_order_items_dataset.csv')\n",
    "pay = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_order_payments_dataset.csv')\n",
    "customer = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_customers_dataset.csv')\n",
    "order1 = order.groupby(by= 'order_id').agg({'order_item_id':'sum', 'shipping_limit_date':'first'}).reset_index()\n",
    "pay1 = pay.groupby(by = 'order_id').agg({'payment_value':'sum', 'payment_type':'first'}).reset_index()\n",
    "deliver_happened = deliver[~((deliver.order_status == 'canceled')|(deliver.order_status == 'unavailable'))]\n",
    "order2 = order1.merge(right = pay1,left_on = 'order_id',right_on = 'order_id')\\\n",
    "    .merge(right = deliver_happened,left_on = 'order_id',right_on = 'order_id')\n",
    "order2 = order2.merge(right = customer, left_on = 'customer_id',right_on = 'customer_id')\n",
    "order2['shipping_limit_date'] = pd.to_datetime(order2['shipping_limit_date'])\n",
    "order2['ordermonth'] = pd.to_datetime(order2['shipping_limit_date']).dt.to_period('M')\n",
    "order2=order2[(order2.ordermonth>'2016-12-31')&(order2.ordermonth<'2018-08-02')]\n",
    "#读取所需数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8c822a86-6819-45d9-8d9a-5a40e17ba02a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order2.groupby('customer_unique_id').agg({\n",
    "    'payment_value':'sum','order_item_id':\"sum\"\n",
    "}).plot.scatter(x = 'payment_value', y = 'order_item_id') \n",
    "#每个用户在平台上的“购买力”（金额）和“活跃度”（购买量）之间的关系\n",
    "plt.xlabel('客户订单累计支付金额')\n",
    "plt.ylabel('客户订单数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc2cae22-5f05-45c8-b315-93709855c9af",
   "metadata": {},
   "source": [
    "**结论：用户人均消费产品数，客单价：被极大值拉高，方差和极差都很大。**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bae61081-854c-49d5-9d4b-b7599b717c51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 6))\n",
    "plt.subplot(121)\n",
    "plt.title('首购用户数-月份')\n",
    "order2.groupby('customer_unique_id').ordermonth.min().value_counts().sort_index().plot()\n",
    "plt.xlabel('')\n",
    "plt.subplot(122)\n",
    "#客户id分组，取下单最小月份进行计数，作为首购用户数，月份为x轴，统计数为y轴。\n",
    "plt.title('最近一次购买用户数-月份')\n",
    "order2.groupby('customer_unique_id').ordermonth.max().value_counts().sort_index().plot()\n",
    "plt.xlabel('')\n",
    "#客户id分组，取下单最大月份进行计数，作为最近一次购买用户数，月份为x轴，统计数为y轴。\n",
    "plt.show()\n",
    "f1 = order2.pivot_table(index='customer_unique_id', columns='ordermonth', values='order_id',\n",
    "                        aggfunc=('count')).map(lambda x: 1 if x > 1 else 0 if x == 1 else np.nan)\n",
    "(f1.sum()/f1.count()).plot()\n",
    "plt.xlabel('')\n",
    "#创建透视表，客户id为索引，下单月份为属性，值为订单id\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d22be22-0b84-4bef-94db-1fe81ce49ffa",
   "metadata": {},
   "source": [
    "**结论：该平台为新客主导的模式：客户忠诚度很低，复购率不足3%，且呈下降趋势。新用户数量呈增长趋势，与最近一次消费用户数增长趋势类似，可见大部分用户均为新用户，且仅购买一次。**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c292673a-3210-49b0-94f5-3ec6a1aaf12b",
   "metadata": {},
   "source": [
    "# **3.2 用户消费能力分析**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "164a7a6c-b148-479b-99ac-c0114a15092a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gKSkJ77zzDm7fvo233377kfPP5ObmYsSIEcjLy8PHH39c5DYFYbKoFiUgP1j27dsX69ate2StpRETE8NQQ1UWW2qIKiC9Xo9PP/0UCxcuxIEDB2BhYYFffvkF7733Hv73v//hvffeMwosj/pSLRhoWyAnJwctW7ZETk4O6tSpY9TC8Pfff6Nt27Ylnsa/KNu3b0enTp1gZ2f3RPtv3boVQggMGDDAaPnp06eLbPkZNWpUkcfRarWwt7eHRCJBYmIi5syZg44dO6JFixYYOnQoXnrpJUyaNOmRszTrdDpDd02Bh7v/3nrrLaMWEiFEoe4qpVKJESNGIDg4GDt27Cg0fujh9+bh4VFo8HbBDMbjx4+Hp6cnBg4cWOT+pXH+/HmkpaWhadOmT30sooqIoYaogjl//jymT5+OW7du4fDhw+jcuTMA4J9//sGPP/6IWbNm4ffff8fGjRsN3UQF3VeBgYFGxyoYvFowsNfR0RGrV6+Gi4sLunfvbghGarUa27Ztw4IFC4z2Lzhuwf56vR4ajQYpKSmFvoQjIiKwdevWJ7rvFJDfavLVV1/hueeeM9Rd8PoFVz/916MCWOvWrfHPP//gu+++w9dffw1LS0usX78eKpUKNWrUwOTJk6FQKKDT6eDu7m4YUFvgvwOF58+fbxikLZFIDK0rAJCRkYGWLVvik08+wZgxYwDk34bgjTfeQEJCAjZv3owhQ4YYHX/t2rUICgrC7du3cfbs2UIzEgMwDNpt2bIlfvvtt1LdYqHAw92aeXl5ePfddzFkyJAnDp1EFZ4prycnonxJSUli+/btolevXkIikYhRo0aJBw8eFLltRESEaNasmVAoFIa5SRITEw0TwKlUKqFSqcSuXbuEubm5EEIYzShclIULFwpLS0uRlJRktPzBgwcCgGGOnN9//10AEHK53GiyOZVKJQICAkTDhg1FXl7eE30GixYtEgDEl19+aVh24cIFAUDcuXPHaNvIyEjxzjvvCDs7OzFp0iTD8tjYWOHg4GCYuM7Ly0t8+OGHIj093Wj/lJQU8eGHHwp7e/tCc8ecPXtWyGQyw/OJEycKJycnMW7cOCGEEN9//70wMzMzzEoslUpFvXr1xP3794UQQly7dk24urqKunXrinPnzhX5Xg8ePCjMzMxE48aNxcyZMwvVJ0T+5Hnjx483zI/zXwEBAWLBggVFriuwfft24enpKbKzs8Xw4cOFra2tuH37ttE2H3zwgejYsWOxxyGqLNhSQ1QBJCcnY9asWWjXrh1CQkLQsmXLR27r7++Ps2fPYsmSJYb5XIQQ8Pb2hoODg+E+T46OjobWjYIrmx5lwIAB8PDwKDQXjrOzM27dugV3d3cAQLdu3bBx40Z0794dtWrVMmx3//59ODs74/333y/U5VVS48ePx927d9G7d2/DMo1GU+S2vr6+OHToEHx9fY0GFHt6emLVqlUwNzdHkyZNHjk+yMnJCR999BHefvvtQoO0//ualpaWqFmzpuES9alTpxY7MLhRo0Y4ffo03N3dH9m60rNnT6jV6kJjdR5Wt25d/PTTT49cXzD3TnHy8vKgVquRkZGBuLg4/P7774VapUpyHKLKQiKEEKYugojyB5Xy0tqSU6vVJb5T+NPQ6/XFho/KQhQx7oeoqmGoISIioiqh8v/6QURERASGGiIiIqoiGGqIiIioSmCoISIioiqhWl3SrdfrER8fD1tbW14FQEREVEkIIaBSqVCrVq1ir0asVqEmPj7+kVOVExERUcUWGxtb7M1yq1WosbW1BZD/oXCacCIiospBqVTCy8vL8D3+KNUq1BR0OdnZ2THUEBERVTKPGzrCgcJERERUJTDUEBERUZXAUENERERVQrUaU/M4Qgjk5eUVumsv0cNkMhnkcjmnBSAiqmAYav6l1WqRkJCA7OxsU5dClYCVlRXc3d1hbm5u6lKIiOhfDDXIn5Tvzp07kMlkqFWrFszNzflbOBVJCAGtVoukpCTcuXMH9erVK3YiKCIienYYapDfSqPX6+Hl5QUrKytTl0MVnKWlJczMzHD37l1otVpYWFiYuiQiIgIHChvhb9xUUvy3QkRU8fAnMxEREVUJDDVERERUJZg01KSkpMDHxwfR0dEl2v7YsWNo2LAhXFxcsGzZsvItjiq94OBg1KlTx9RlEBHRM2KyUJOcnIwBAwaUONAkJSVh0KBBGDVqFE6fPo0tW7YgKCiofIukMlWnTh0EBwebugwiIqqiTHb108iRIzFy5EicOXOmRNtv2bIF7u7uWLBgASQSCT744AOsW7cOXbt2feQ+Go0GGo3G8FypVJa4PiEEcnJNMwmfpZmMl5QTEVGFJIRARk4u7ivVSMhQ40GGGg+UGqRla5GRk4tlLzUz2XeYyULN6tWr4evrixkzZpRo+8uXL6Nbt26GD6pNmzaYN29esfssWrQIH3/88RPVl5OrQ6MPDj3Rvk8r/JPesDIv2anZsGEDfvjhB7i7uyM4OBjt27fH+vXr4e7ujhMnTuCtt97CzZs30bhxY6xfvx5NmjTBpk2b8MUXXyAsLAwAkJmZCRcXF4SGhmLKlCnw8fHBX3/9he7du8Pc3By//vorNm/ejAEDBuD8+fN48803ERERge7du2P9+vWwt7fHhg0bsGHDBowZMwbz58+HEAI//PADhg0bhj59+uDQofzPsiCELlq0CHPnzi32vX3++eeIiIjApk2bAABXr15Fly5d8ODBA8jlcvz++++YO3cu4uLi0KZNG2zevBkeHh6P/bw2bNhgaDGKjo6Gj48PhBAAgIMHD2L27NmIjY3FsGHD8P3330OhUJToXBARVQV6vcADlRoxKdmISc1GbGo2YtNykJCRg/sZatxXqqHO1T9y/8+GNIG1wjTxwmTdT76+vqXaXqlUwsfHx/Dczs4OcXFxxe4zb948ZGRkGB6xsbFPVGtFd/78ebRv3x6hoaFQKBSYMmUK9Ho9hg0bhuHDhyMqKgodOnTA7NmzAQCDBw9GZGQkbty4AQA4cOAAGjRogAYNGgAAbt++jW+//RY///wzmjZtigEDBmDPnj1IT09H37590b9/f1y9ehXZ2dmYNWuWoY5r165h586dOHnyJMaNG4eZM2cCAHbu3Im0tDR4eXlh7969SEtLwzvvvPPY9zVs2DAcOnQIen3+f56DBw9i0KBBkMvlSE1NxahRozB//nxERkbCyckJn3322VN9jrdv38bgwYPxzjvv4MKFC7hw4QKWLFnyVMckIqqI1Lk63LivwuFr97H2RBQ+3BOGcevPodtXwWjwwUG0X3QUI1afwewdV7DiaCR2XYrDmahURKdkGwKNo5UZGtS0RVd/V4wM9MLULn6Y378hTNnRUGkm35PL5Ua/MVtYWDz2lgYKheKJf8u2NJMh/JPeT7Tv07I0k5Vqe09PT7z33nuQSCT46KOPEBgYiLy8PFy+fBn29va4cuUKVCoVbt68CSA/EPbp0wc7d+7E+++/j927d2PEiBGG440ePRrNmzcHAEyePBkpKSmIjo7Gvn37YGZmZugCfOedd/Dyyy8b9svMzMTPP/8MNzc3TJo0yRAIrK2tAeTP7WJjYwMHB4cSvS9/f3/UqFEDFy5cQGBgIA4ePGgIQ7a2toiJiYGtrS1CQkKg1WoN7+9Jbdu2DS1atMCECRMAAFOmTMG6deswf/78pzouEZEpCCGQpNIgMikTUUlZ+Y/kTNxOysS9tBz820BdJJlUAg8HS9R2soKXkxW8nCzh4WAJNzsLuNtbwM3OAhal/K56FipNqHFyckJSUpLhuUqlKtf77kgkkhJ3AZmap6enoVvOw8MDOp0OaWlpWLZsGdauXQtfX194e3sb3ajzpZdewrJlyzB79mzs378fn3zyiWHdwzPkPvz3uLg4JCUlwdHREUD+7SVUKhXUajUAoGHDhnBzcwOAMjs3w4YNw4EDB9CoUSNcuXIFPXv2BJD/n3Xu3LnYtWsXGjVqBHt7+ye6EenDwTguLg4XL140hK68vDzY2NiUyfsgIiovuTo9opOzcPNBJqKS8kNLVHJ+iMnU5D1yP1sLOeo4W6O2sxVqOxk/3O0tIJdVvllfKse3NoDAwEBs27bN8Dw0NPSx4yeqi5iYGOj1ekilUsTExEAulyMsLAwrV65EZGQk3NzcsH//fly4cMGwz6BBgzBp0iSsX78edevWhZ+f32Nfx9PTE61bt8Yvv/wC4N/BYhkZMDMzA5DfAlQcqVRqGLtSUi+++CJee+01tGjRAj179jS0vG3duhXHjh3DvXv3YGNjgx9++AG//vrrY48nkUiMwk9ISIjR+xs0aBCWLl0KANDpdLzBKRFVGHq9QGxaNm7cV+HmAxVuPsjEzQcq3E7KRK6u6J+tUgng5WQFP1cb+LpYw9fVBr6u1vBztYGLTdW7z2GFCzVKpdJwb52HDRo0CNOmTUNQUBCef/55LF26FL17m6Z7qKKJj4/HokWLMHr0aHzyyScYPHgwcnJyAAAZGRmIjIzEzJkzjQKFjY0N+vbtizlz5pS4e6V///549913ce7cObRv3x6bN2/GN998g3v37pVo/7p16+LgwYNo0KABwsPD0b1798fu07RpU2RkZGDz5s146aWXDMszMzMBAKmpqThx4gQ+/fRT1K9f/7HH8/T0xLVr15CWlgatVmsIMAAwatQorFixArdu3UK9evXwzTff4NSpU0bBh4joWUhUqhGeoMStB5m48SA/xNx6kPnIq3KtzWWo62aLuobQkh9cajtbQSGveN1E5aXChZqAgAAsX74cQ4YMMVru4uKCr776Cr1794a9vT2sra2xbt060xRZwbRr1w6XLl3Cl19+ifbt22P16tVwcXHBoEGD0LJlS/j4+GDy5MmYO3cuHjx4YOgiGjFiBHbt2mUUForj4OCAP/74A2+++SbCwsLQuHFj/PHHH5DLS/bPaOnSpXj55ZfxzTffoE2bNiUKNQAwZMgQLF++HOvXrzcse+WVV7B37140bNgQTZs2xeuvv46VK1dCrVYXe4PJrl27ok+fPmjatClq1aqFzz77DIMHDwaQP3j9559/xsyZMxEVFYW2bdsatQ4SEZU1vV7gbmo2rsVn4Fq8EuHxSlyLVyI5U1Pk9uZyKeq62sC/pi3qu9nCv6YN6tWwhYeDJaTSqtXq8iQkorT9ASYWGRmJ69evo3Pnzo/t7vgvpVIJe3t7ZGRkGO2rVqtx584d+Pj4VLo7Lv/3EuWSioqKwokTJ7BmzRqcPHmyfIqrwirzvxkiMg1Nng63HmT+G1zyQ8z1BCWytIVbX6QSwMfFGg1q2hnCS303W9R2sqqUY12e1qO+v/+rwrXUPE7dunVRt25dU5dR6Q0ZMgSJiYn47bffTFZDTEwMAgICilzXo0cP7Nix4xlXRERUNnJ1etx8oMKVexm4HJuOK/cycPOBCnn6wu0ICrkUDWraolEtezSuZYfGtezQoKYdLM2rT7dRWal0oYaMjRs3DuPGjSv1fleuXCn7YkqpVq1aCA0NLXKdpaXlsy2GiOgJCSEQnZKNK/fSEfpvgAmLy4Amr/AEdfaWZobg0qiWHRrXsoevi3W1bH0pDww1ZDJyuZw3nCSiSidRqTaEl8v38v/MyMkttJ2thRwBnvZo5umAAE8HNPGwg4eDZZW74qgiYah5SCUbXkQmxH8rRNWDTi8QcV+Ji3fTEHI3DRfupuFeWk6h7czlUjSuZYdmng5o5mWPAE8H+Dhbc/DuM8ZQAxguH8/Ozma3B5VIwfw1/516gIgqN6U6F6Ex6Qi5m4aLd9NwKSat0EBeqQSoV8PWEF6aezmgvpstzOXsQjI1hhoAMpkMDg4OSExMBABYWVmxeZCKJIRAdnY2EhMT4eDgAJmMA/mIKrP49BycvZOCkOj8VpgbD1SFbh9gq5CjeW0HtPZ2QitvRzTzsoetBX+hqYgYav5Vs2ZNADAEG6LiODg4GP7NEFHlEZuajbN3UnE2KgVn7qQgNrVwV5K3sxVa1XZES29HtK7jiHo1bCFjN1KlwFDzL4lEAnd3d9SoUQO5uYUHfBEVMDMzYwsNUSUghEBMajbORqXizJ0UnI1KRVy6cYiRSSVo4mGPNnUc0crbCS29HVDDlnNPVVYMNf8hk8n4hUVEVEnFpGTjn9vJ+S0xUam4r1QbrZdLJQjwtEdbX2e09XFC6zpOsFHwq7Cq4JkkIqJKKyVTg1O3U/BPZDJORiYXujLJTCZBcy8HtPVxRlvf/DExVub86quqeGaJiKjSyNbm4dydVPwTmYx/IlMQnqA0Wm8mk6CFlyPa+TmjnY8TWtR25My81QhDDRERVVg6vcDle+n451Z+S8zFmDTk6owvT2roboeOfs7oWM8Fbeo4wZrdSdUWzzwREVUoSSoNjt9MQvDNJJy4lYT0bOOLNzwcLPFcXRd0rOeCDn7OcLFRmKhSqmgYaoiIyKTydHqExqbj2M0kBN9IwtW4DKP1thby/BBT1wXP1XWBtzPnEqOiMdQQEdEzl6hS49iN/NaYk7eSC907qYmHHbrUr4HO/q5o4eXAGz5SiTDUEBFRudPpBUJj03A0IhHBN5JwLd54gK+9pRk61XdF5/qu6FTfhXPF0BNhqCEionKRpcnDiVtJ+Ot6IoIiEpGSpTVaH+Bpjy71XdHZvwaaezlw1l56agw1RERUZuLTc/D39Qf463oiTt9OgVanN6yzs5Cji38NdG3giufruXKAL5U5hhoiInpier3A1bgM/PVvkLn+n3ljvJ2t0KOhG3o0dEPrOo4w49gYKkcMNUREVCraPD1O3U7GoWv38df1RCSpNIZ1UgnQytsR3Ru6oUfDGvBzteGVSvTMMNQQEdFj5Wh1OHYzEQfD7uPviESo1HmGdTYKOTrVd0H3Bm7o2qAGnKzNTVgpVWcMNUREVCSlOhdHr+cHmeCbiVDn/v/4GFdbBXo3dkOvRjXR1tcJCjlvRUCmx1BDREQGKZkaHAl/gIPX7uOfyGSjWxJ4Olqib5Oa6NOkJlp4OULKq5WogmGoISKq5hJVahy4eh8HwhJw7k4q9A/dWqluDRv0bVITvRvXRONadhwfQxUaQw0RUTWUmqXFgbAE7LucgLN3UoyCTFMPe/RpUhO9G7uhbg1b0xVJVEoMNURE1URGTi4OXbuPfVcS8E9kMnQPJZkWtR3Qv6k7ejeuCS8nKxNWSfTkGGqIiKqwTE0e/gp/gH1X4nHsZpLRGJkmHnYYEFAL/Zu6M8hQlcBQQ0RUxeRodTgakYi9l+MRdCMRmrz/v2rJ380WAwLcMaBZLfi4WJuwSqKyx1BDRFQF6PQCp24nY9elOBwKu48src6wzsfFGgP/DTL13ThGhqouhhoiokosPF6J3aFx2BMahwfK/5/Z18PBEgOb1cKAAHdetUTVBkMNEVElcz9DjT2hcdh1KQ4R91WG5faWZhgQ4I6hLTzQytuRQYaqHYYaIqJKIFOTh4Nh97Hr0j2cup0C8e94X3OZFN0a1MCQFh7o2sCVM/tStcZQQ0RUQQkhEHI3Db+ej8WfVxOQ/dA4mcA6jhjawhP9mtaEgxXvtUQEMNQQEVU4iUo1dl6Mw28hsYhKzjIs93GxxgstPDCkhQcvwSYqAkMNEVEFoM3T42hEIn4LiUXwzSTDxHhW5jL0b+qOlwK90JrjZIiKxVBDRGRCNx+o8Ov5WOy6FIeULK1heWtvR7zU2gv9Atxho+CPaqKS4P8UIqJnLEerw94r8dh6NgahsemG5a62CrzY0hPDW3vCz9XGdAUSVVIMNUREz8iN+ypsPXsXv1+Kg0qdBwCQSyXo1qAGXmrthS7+rpDLpCaukqjyYqghIipH6lwd9l9NwNazMQi5m2ZY7uVkiVFtamN4Ky+42ipMWCFR1cFQQ0RUDiITM7H1bAx2XryHjJxcAIBMKkHPhm4Y3bY2nqvrAqmUg36JyhJDDRFRGcnV6XH42gNsPB2Ns3dSDcs9HCwxMtALLwV6wc3OwoQVElVtDDVERE8pOVODbWdjsOVsDO4r1QAAqQTo1sANY9rWRqf6rpCxVYao3DHUEBE9ocux6fj5VDT2XUmAVqcHALjYmGN0m9oY1bY23O0tTVwhUfXCUENEVAraPD0OhCVgw6loXIpJNyxv5uWAcR280a+pO++/RGQiDDVERCWQqFRj89kYbD0bg+RMDQDATCbBgIBaeLVDHTT3cjBtgUTEUENEVJxr8RlYd+IO9l6JR64u/9YFNWwVGNvOG6Pa1Obl2EQVCEMNEdF/6PUCx24mYc2JKJy6nWJY3srbEeM61EGfJjVhxknyiCochhoion+pc3XYfSkOa0/eQWRiJoD8uWX6NqmJyc/7ohm7mIgqNIYaIqr2UjI12HwmBpvORCM5M/+mkjYKOUYGemFcxzrwdLQycYVEVBIMNURUbd1OysTaE3fw+8V70OTlX5Jdy94C4zv6YEQbL9hZmJm4QiIqDYYaIqp2QmPTsTI4EofDH0Dkj/1FgKc9Jj3vi74cL0NUaTHUEFG1IITAP5Ep+CE40mjwb4+Gbpj8vA/a+DhBIuGsv0SVGUMNEVVper3AoWv3sfLYbVy5lwEAkEslGNzcA2908UXdGrYmrpCIygpDDRFVSdo8PXaHxmHVsduISsoCAFiYSTEysDYmd/KFhwNvYUBU1TDUEFGVkq3Nw7ZzsVh7IgoJGfk3l7SzkGNchzp4tUMdONtwsjyiqoqhhoiqBKU6FxtPRWPdyTtIy84FkD/z76TnfTC6rTdsFPxxR1TVmWyIf1hYGAIDA+Ho6IjZs2dDFFyCUIwlS5bAzc0NdnZ2ePHFF5GSkvLYfYioasvIycXyv27iucVHsfTwTaRl56KOsxUWvdAUJ97ritc6+THQEFUTJgk1Go0GAwcORKtWrRASEoLw8HBs2LCh2H2OHz+On3/+GcePH8fFixehVqsxa9asZ1MwEVU46dlaLDt8A88tPorlf92CUp2HujVs8M3I5vh7VheMalObd8smqmZM8uvLgQMHkJGRgWXLlsHKygoLFy7EtGnTMH78+Efuc+7cOfTr1w/+/v4AgFGjRuGHH354ViUTUQWRmqXFupNR+PnUXWRq8gAA/m62eKt7XfRr4g6plJdlE1VXJgk1ly9fRrt27WBllT/1eEBAAMLDw4vdp0mTJnjzzTfx+uuvw9bWFuvWrUPPnj2L3Uej0UCj0RieK5XKpy+eiEwiOVODNSeisOn0XWRrdQCABjVtMb17PfRuXJNhhohME2qUSiV8fHwMzyUSCWQyGdLS0uDo6FjkPn369EG9evVQt25dAEBgYCDmzp1b7OssWrQIH3/8cdkVTkTPXHq2FquOReHnU9HIyc0PM41r2WF693ro0dCNYYaIDEwypkYul0OhML6s0sLCAtnZ2Y/c59dff8Xdu3cRERGBlJQUNGnSBGPHji32debNm4eMjAzDIzY2tkzqJ6Lyp1LnDwB+/osgrDp2Gzm5OgR42mPdq62x763n0IutM0T0HyZpqXFyckJYWJjRMpVKBXNz80fus23bNrzxxhuGMTXLly+Hvb090tPT4eDgUOQ+CoWiUHgioootR6vDz6ejserYbaT/e2l2Q3c7zOpZH90b1uCtDIjokUwSagIDA7F27VrD8+joaGg0Gjg5OT1yn7y8PDx48MDwPCEhAQCg0+nKr1AiemY0eTpsOxuD74JuIzkzfyycr6s1ZvaszwHARFQiJgk1nTp1QkZGBjZu3IhXXnkFixcvRo8ePSCTyaBUKmFpaQkzMzOjfTp27Ihly5bB09MTlpaWWL58Odq3bw9nZ2dTvAUiKiN5Oj12XryHFX9HIi49BwDg6WiJGT3qY0jzWpDzjtlEVEISUZJZ78rB7t27MXr0aNja2kKn0+HYsWNo3Lgx6tSpg+XLl2PIkCFG26vVasyZMwc7d+5EcnIy2rdvj3Xr1sHPz6/Er6lUKmFvb4+MjAzY2dmV8TsiotLQ6wX2XonH10duIjolfzydm50Cb3arhxGtvWAuZ5ghonwl/f42WagBgLi4OISEhKBDhw5wdXUt99djqCEyPSEEgm8m4YsDEYi4rwIAOFmbY2oXP4xt5w0LM06YR0TGSvr9bdK5wz08PODh4WHKEojoGQqNTcfiA9dxJioVAGBrIcfrnXwxrqMPb2VARE+NP0WIqNzdSc7CkkMR2H/1PgDAXC7FuA51MLWLHxysHn3VIxFRaTDUEFG5SVSpseLvW9h2LhY6vYBEArzY0hPv9KwPDwdLU5dHRFUMQw0RlTmVOhdrjkdhzYk7hlmAuzWogTl9/NGgJsezEVH5YKghojKTp9Pjl/Ox+PrITaRkaQEAzb0cMLdvA7Tz5fQLRFS+GGqIqEwcv5mEz/+8jhsP8q9o8nGxxpze/ujTpCZnASaiZ4KhhoieSmRiJj7/MxxBN5IAAA5WZpjRvR7GtPOGGSfOI6JniKGGiJ5IWpYWy/+6ic1nY6DTC8ilErzSvg7e7l6XVzQRkUkw1BBRqWjz9Nh4Ohor/r4FpToPANCjoRve79cAvq42Jq6OiKozhhoiKhEhBP6+nojP91/HneQsAECDmrZYMKAROtZ1MXF1REQMNURUAlFJmfh4bziO3cwfN+Nio8C7vepjeGsvyHj3bCKqIBhqiOiRsjR5+C4oEmtPRCFXJ2Auk2Li8z6Y1rUub2tARBUOfyoRUSFCCOy7koDP/7yO+0o1AKCLvys+HNgYPi7WJq6OiKhoDDVEZOTGfRU+/CPMcNNJLydLfDigMbo3rMH5ZoioQmOoISIAgFKdi+VHbuHn09HQ6QUUcimmda2L1zr5wsJMZuryiIgei6GGqJoTQmDXpTgs3H8dyZn5tzbo07gm/te/IbycrExcHRFRyTHUEFVjt5MyMX9XGE5HpQAAfF2t8dHAxuhU39XElRERlR5DDVE1pM7V4YegSKw6FgWtTg8LMyne6lYPk5/3hbmctzYgosqJoYaomjlxKwkLdochOiUbQP5VTZ8ObsKuJiKq9BhqiKqJRJUan+27jj8uxwMA3OwU+HBgY/TlXbSJqIpgqCGq4vR6gS3nYvDlwQio1HmQSoBX2tfBrF71YWthZuryiIjKDEMNURUWHq/E+7uuIjQ2HQDQ1MMenw9tggBPB5PWRURUHhhqiKogda4O3x69hVXHoqDTC9go5JjVqz5eaV+H92oioiqLoYaoijkfnYr3dl5BVFL+nbT7NK6JjwY1Rk17CxNXRkRUvhhqiKqITE0evjwYgY2n7wIAXG0V+HRwY/Rp4m7iyoiIng2GGqIqIOhGIv73+1XEZ+TffPKl1p74X79GsLfiQGAiqj4YaogqsbQsLT7dF47fL8UByL/55KKhAXiunouJKyMievYYaogqISEE9l1JwEd/XENKlhZSCTC+ow9m9aoPK3P+tyai6ok//YgqmZRMDebvDsOBsPsAgPpuNvjixQC0qO1o4sqIiEyLoYaoEjlwNQHzd4chJUsLuVSCaV3rYlrXurxfExERGGqIKoW0LC0+/OOa4RYHDWraYunwZmjiYW/iyoiIKg6GGqIK7q/wB5i36yqSVBrIpBK80dkPb3WvC4VcZurSiIgqFIYaogoqIycXn+wNx86L9wAAdWvY4KvhzdDMy8G0hRERVVAMNUQV0LGbSXhvxxXcV6ohkQCTn/fFzJ71YWHG1hkiokdhqCGqQNS5Oiw+EIENp6IBAD4u1lg6PACtvJ1MWxgRUSXAUENUQVyLz8CMX0JxKzETAPBqe2/M7dsQluZsnSEiKgmGGiIT0+sF1pyIwtLDN5CrE3C1VeDLYQHo6l/D1KUREVUqDDVEJhSfnoOZv4biTFQqAKBnIzcsfqEpnG0UJq6MiKjyYaghMpE/Lsdj/q6rUKrzYGkmw4cDG2FEoBckEompSyMiqpQYaoieMaU6Fx/sDsPu0PyJ9Jp5OWD5iObwcbE2cWVERJUbQw3RM3QxJg1vb7uEe2k5kEqAN7vVw1vd6sJMxtscEBE9rTINNZmZmbC0tIRMxqs1iB6m1wv8eDx/MLBOL+DlZInlI5rzUm0iojJUql8PtVotJk+ejJiYmCLXz5kzB25ublizZk2ZFEdUFSSpNHh1/Tl8cTACOr3AgAB3/Pn28ww0RERlTCKEECXdWKvVolevXqhZsyZ++eWXQutjYmKwc+dOfPjhh1AqlWVaaFlQKpWwt7dHRkYG7OzsTF0OVQMnbyVjxvZQJGdqYGEmxceDGuOl1hwMTERUGiX9/i5VqAGAhIQENGnSBAcOHECbNm2K3MbMzAy5ubmlq/gZYKihZyVXp8fXR25i5bHbEALwd7PFd6NboJ6bralLIyKqdEr6/V3q0Ynu7u74+OOPMX/+/Eduw99CqTq7l5aNET+exg/B+YFmdNva2PNmRwYaIqJyVuKBwvv374eZmRlkMhn8/Pxw5swZbNq0CR4eHkbb3b59GwoFJw6j6ulgWALm7LgCpToPtgo5Fr8YgP4B7qYui4ioWihx91PdunWhUChgbm5e7HYymQzDhg3D3Llzy6TAssTuJyov2jw9Fu6/brgRZTMvB3w3qgW8nKxMWxgRURVQ0u/vErfUREZGGv6u1+uxefNmjBgxwtAq888//yA1NRUDBw58irKJKp+49BxM23IRobHpAIDXO/ni3d7+nHuGiOgZe6KfujqdDuPHj0dOTo5hWW5uLl5++WWkp6eXVW1EFV7wjUQMWHECobHpsLOQY+0rrTGvX0MGGiIiE3iin7xmZmYQQsDCwsKwrEuXLujUqROWLl1aZsURVVQ6vcCyIzcxfsN5pGXnoqmHPf58+3n0aORm6tKIiKqtUl/SXUAmk0GtVsPMzMyw7PLly+jUqRNu3rwJN7eK98OdY2qoLCRnajDjl1CcjEwGAIxtVxvz+zeChRln0iYiKg9lPqamZs2asLS0NFyuLYRA/fr1C12+nZ2djVmzZmHz5s1PWDpRxRUSnYo3t17CfaUalmYyLHqhKYa08Hj8jkREVO5KHGp+/fVXWFpaQiotvsfq/Pnz6NGjx1MXRlSRCCHw0z/RWLT/OvL0An6u1lg1thXnniEiqkBKHGo6depUou1atWr1xMUQVUQ5Wh3m/X4Fu0PjAQADm9XC4heawlrBm9wTEVUkpRooLITA22+/jby8vPKqh6hCiU3NxosrT2F3aDxkUgk+HNgIK0Y2Z6AhIqqAShVqJBIJVq5cCbn86X+gh4WFITAwEI6Ojpg9ezZKM1555MiReOutt566BqLinLyVjEHfnUR4ghLO1ubYMqktxnf04W1AiIgqqKeeTMPc3ByOjo5wcnKCk5MTHBwcHjvrsEajwcCBA9GqVSuEhIQgPDwcGzZsKNHrHTp0CEePHsWnn376tKUTFUkIgTXHo/DKT2eRlp2LZp722PvWc2jn62zq0oiIqBilbnL572+per0eu3fvBpD/ZdC7d28cOXKk2GMcOHAAGRkZWLZsGaysrLBw4UJMmzYN48ePL3a/nJwcTJ06FYsXL4aDg0NpSyd6rGxtHt7beRV7L+ePnxneyhOfDmnCy7WJiCqBp+5Hkkql6Ny5s+G5TCYzel6Uy5cvo127drCyyr8vTkBAAMLDwx/7Wp9++ilycnIgl8tx9OhRdO3atdiuAI1GA41GY3iuVCof+xpUfcWmZmPyxhBE3FdB/u/4mbHtvNndRERUSZhkLnelUgkfHx/Dc4lEAplMhrS0tEfuExMTg2XLlqFu3bqIiYnB7Nmz8cILLxQ7FmfRokWwt7c3PLy8vMr0fVDVce5OKgZ//w8i7qvgYmOOrZPb4eX2dRhoiIgqkRK11Fy7dg3btm2Dubk59Ho9Pvnkk6d7UbnccCPMAhYWFsjOzoajo2OR+2zYsAFubm44cuQIFAoFpk+fDm9vbxw5cgS9evUqcp958+Zh5syZhudKpZLBhgr5LSQW7++6ilydQFMPe6x+pRXc7S1NXRYREZVSiUJNXFwctm7dCplMBh8fH2zatOmpXtTJyQlhYWFGy1QqVbEDjO/du4fu3bsbwpCtrS3q1auHO3fuPHIfhUJRKDwRFdDpBb48GIEfj0cBAPo1rYmvhjeHpTnHzxARVUYlCjW9evVCVFRUkesed6VTUQIDA7F27VrD8+joaGg0Gjg5OT1yHy8vL6NxN3q9Hvfu3YO3t3epX58oU5OHGb9cwl/XEwEAb3evhxnd60EqZXcTEVFlZZIxNZ06dUJGRgY2btwIAFi8eDF69OgBmUwGpVKJ3NzcQvu89NJL2Lt3L3bu3Il79+5h3rx50Gg06Nix47Munyq5e2nZGLbyFP66nghzuRTfjGyOmT3rM9AQEVVyT331k16vx8qVKw0DdvPy8rBy5Uq88cYbj35RuRyrV6/G6NGjMXv2bOh0Ohw7dgxA/pVQy5cvx5AhQ4z28ff3x/bt2zF//nxERETAz88Pe/bsga0t771DJXfhbipe33QByZlauNgosOaVVmhRu+hxXEREVLlIRGmm8i1CgwYNYGn5/4MqhRDIycnBjRs3HrtvXFwcQkJC0KFDB7i6uj5NGSVS0luXU9W0+1Ic5uy4Aq1Oj4budlj3amvUcuCAYCKiiq6k399P3VITERHxxPt6eHjAw8PjaUsgKpYQAt8HRWLp4ZsAgF6N3PD1CN6/iYioquFPdarScnV6LNgdhl/OxwIAXuvki7l9GnD8DBFRFcRQQ1VWpiYPU7dcxPGbSZBKgI8GNcYr7euYuiwiIionpQ41n376KY4ePQozM7NC64QQyMvLQ6NGjfD999+XSYFET+KBUo3x688jPEEJCzMpvh3VEj0buZm6LCIiKkelDjU3b95E165dC93fSQiB7t27Y8eOHUa3QCB61m7cV2H8+nOIz1DDxcYca18NRHMvB1OXRURE5eyJup+aNGlS5E0rhRDo2LEjatSo8dSFET2JU5HJeH3TBag0efB1tcaGcW1Q29nK1GUREdEz8ESh5siRI0hOTjZaVnBl+MaNG2FnZ4fXXnvt6asjKoXdl+Iwe8dl5OoEAus4Ys0rreFgVfoZr4mIqHIq9Tw1a9euxfnz56FQKIq8Q3ZeXh7y8vKwZs2aMiuyrHCemqrrp5N38Mm+/Nto9A9wx1fDm8HCjPdwIiKqCsptnppJkybhn3/+gY2NDRwdHeHk5GT0qFOnDlxcXJ6qeKKSEkJg6eEb+D7oNgBgXIc6+GBAI16yTURUDT1R99OOHTvwwQcfIC0tDfHx8UhLS0NaWhpSU1MRERGBBQsWYPbs2WVdK5GRPJ0e8x+ag2Z2b39M7eIHiYSBhoioOnqi2yS4uroiKSmpyHVHjhzBnDlzcOnSpacurqyx+6nqUOfqMP2XSzh07QGkEuDzoU0xqk1tU5dFRETloMy7n2bNmoVDhw7B2dkZmZmZmDBhApydneHj44OAgAC0adMG5ubmaNq0KRYuXFgmb4KoKCp1LiZvDMGZqFSYy6RYMao5+jRxN3VZRERkYtKSbjhy5EgsXrwYb7/9NuRyOZo1awZLS0ucPn0ar732GpydnfHKK68gNTUVffv2Lc+aqRpLUmkwcvUZnIlKhY1Cjg0TAhloiIgIQClaagIDAwEAGo0GZmZmmD59utH6O3fuYOXKlQgMDMSrr76KZcuWwcLComyrpWotPj0HY9aexZ3kLDhbm+PnCW3QxMPe1GUREVEFUeKWmgJ6vR6fffZZoeU+Pj748ssvcf78edy9excyGS+npbITk5KNl348jTvJWfBwsMSONzow0BARkZEnGihcWXGgcOUUmZiJsWvP4r5SjTrOVtgyuR08HCxNXRYRET0jJf3+LnVLzaOoVCrD3/Py8srqsFTNXU9QYuTq07ivVKNeDRv8+np7BhoiIipSicfU7N27F+bm5pBIJNDr9bC1tUXHjh0BAAkJCWjZsiXOnTuH6OhoTJ06FVeuXOF8IfRUrtxLx8vrziEjJxeNa9lh08S2cLLmbQ+IiKhoJQ41Y8aMQatWrXDx4kW0bNkSOp0OGzduRJ06dfDGG2/g+eefh5eXF8aPH4+RI0cy0NBTCYlOxfj156HS5KFFbQdsGN8G9pZmpi6LiIgqsBJ3P/n7+yMoKAj169dHUFAQoqOj0bVrV+zfvx8XL16ETCbDuXPncPPmTcyZM6c8a6Yq7lRkMl5edw4qTR7a+Tph08S2DDRERPRYJQ41BS0vBX96e3ujefPmSEtLw2+//YakpCSYmZlh+fLlMDPjFxA9mZO3kjF+w3nk5OrQqb4r1o9rAxvFE93Ng4iIqpmn+rZ49913MX36dJw8eRKJiYlo0KAB/P39IYRg9xOV2slbyZj483lo8vTo0bAGvh/TEgo5pwYgIqKSKXFLTUhICGQyGS5cuACZTIa0tDTUqFEDFy9exPHjxxEZGQlnZ2c4OzvDzs4O586dK8+6qYr5J9I40PwwphUDDRERlUqJQ03Lli2RnZ2NFi1aIDs7G+Hh4di9ezfatGmDL774Aq6ursjOzkZOTg5eeOEFBAUFlWfdVIWceijQdG+Q30JjLi+z2QaIiKiaKHH3k1QqhUKhMPzZoEED/Pjjj6hduza8vLxw8uRJXL58GSkpKVi4cCE8PDzKs26qIk5FJmPCz+ehztWjW4Ma+GEsu5yIiOjJPPGvw87OzpgyZQru3buHadOmITc3Fzt37sSUKVNQo0aNsqyRqqj/BpqVDDRERPQUShxq7ty5gwkTJhj+lEgkGD9+PFJTU9G6dWs4OTmhR48eaNCgARYvXlyeNVMVcPp2iiHQdPV3ZaAhIqKnVuLup/nz58Pc3Bxt27aFTqdD37594ezsjISEBEgkEnTp0gV6vR5fffUVWrdujRkzZsDW1rY8a6dK6lJMGiYZBRoOCiYioqdXLje0vHHjBvz9/cv6sE+NN7Q0vesJSoz48TSU6jx0rOuMda8GwsKMgYaIiB7tmd/Q8mEVMdCQ6d1OysTL685Cqc5DK29HrHmlNQMNERGVmRKFmry8PMyYMcPwPDs7G2q1Glqt1vDIysqCEAIxMTE4ePBgedVLlVRsajbGrj2L5EwtGteyw0/jAmFlzpmCiYio7JQo1EilUuzatcvwvH///vD09ETdunXh5+cHPz8/NGzYEMHBwejduzd27txZbgVT5ZOoVGPsurNIyFCjbg0bbJzAm1MSEVHZK3GoUavVCAkJgVarBQB88cUXOHToEE6ePInY2FjExMQgODgYHTp0wJo1a8q1aKo8UrO0GLP2LO6mZMPLyRKbJ7aFs43C1GUREVEVVOIxNSqVCq+//jpq1aqFs2fPQiKR4JNPPkHLli1hb2+Ptm3bwtPTEz/88EN51kuVSKYmD+PWn8OtxEzUtLPA1kntUNPewtRlERFRFVXiq598fHxw584dAEDnzp0xYMAAjBgxAkII6HQ6XLlyBZs3bwYA/PLLL5DLK954CV799Oxo8/SY+PN5nLiVDCdrc/z6envUrWFj6rKIiKgSKun3d4mSh1arhVqtNjyvUaMGVq5caehmEkJAq9Viy5Yt2L9/P6ZNm4Yff/zxKd8CVVZ6vcDsHZdx4lYyrMxlWD8ukIGGiIjKXYlCjbm5OcLDw7F48WIolUr89ttvhnVCCKxcuRJTp04FAHTo0AEdO3aESqXi5HvV1ML917EnNB5yqQQrx7ZCMy8HU5dERETVQIn7iBwdHbFlyxYsWLAAANCvXz+sXLkSx48fx5YtWxAUFAQrKysIIeDq6spAU02tPn4ba0/md1MuGR6AzvVdTVwRERFVFyUaKKxUKnH8+HEolUq89NJLAIArV65gwIABeP/99/Htt9/i0qVL6NevH4KDgzF27NhyLZoqpt8v3sPC/REAgPf7NcDQFp4mroiIiKqTEoWaTz75BP3790dSUhLOnTuH33//HbVq1cKMGTOQkpICV1dXODk5YcSIEbC3tzcEH6o+jt9MwpwdVwAAk57zwWud/ExcERERVTclCjXz589Hamoq/Pz8kJCQgNdeew3p6ek4c+YMli1bhsmTJyMhIQELFy5EUlISFi1aVN51UwVy474KU7dcRJ5eYHDzWni/X0NTl0RERNVQiUKNg4MDzMzyZ4C9fPkydu/eDQ8PD8THx2PChAlwcHBA7dq1YW1tjblz50IikZRr0VRxJKrUmLDhPDI1eWjj44QvhwVAKuX5JyKiZ69Uk8m88cYbSE1NhaurKw4ePIj33nsPADBz5kycOnUK06dPL5ciqWLK0eoweeMFxKXnwMfFGj+ObQWFnDeoJCIi0yjx5HtVASffKzt6vcC0rRdxIOw+HKzMsGtqR/i4WJu6LCIiqoJK+v1d4tskPOzChQvo1q1bkev0ej0+/fTTJzksVSJfHrqBA2H3YSaTYPXLrRloiIjI5J4o1KxevRqurvnzjwghsHfvXsM6iUSChQsXlk11VCFtPx+DVcduAwC+HBaANj5OJq6IiIjoCUJNUlIStm7dij59+hiWDR8+HMHBwYYbXRYMKqaqJyQ6FfN3hwEA3u5ej3PREBFRhVHqUDNjxgyMGDECb7zxBoD8lhmFQoELFy6gX79+mD59OkNNFRWfnoMpmy8iVyfQv6k73ulRz9QlERERGZQq1Hz11VeIi4vDqlWrYGVlZVguk8kwa9YsREZGwtzcHDqdrswLJdNS5+rw+qYLSM7UoKG7HZYMD+Cl+0REVKGUKNQ8ePAAy5Ytw44dO/DHH39ALpdDKpUiNjYWd+/ehV6vR2xsLFQqFd5880221FQxQgjM+/0qrsZlwNHKDKtfbgUr81LNBkBERFTuSvTN9Mknn2Dz5s2IiIgwXEqVk5ODtm3bQggBlUqFNm3aGLbXarXlUy2ZxLqTd7DrUhxkUgm+H9MSXk5Wj9+JiIjoGStRqFm6dClkMhl69uyJAwcOwMvLCxYWFoiPjweQfwfvhIQEAIBGo4GXl1f5VUzP1MlbyVi4/zoAYEH/hujg52LiioiIiIpWou4nS0tLrFixAjNmzEDXrl0RHx9v1BojkUig1+vx0UcfoUmTJtDr9eVWMD078ek5eGvbRegFMLyVJ17tUMfUJRERET1SqQZGTJo0CRqNBj169EBAQIBhuVarxeLFi/HXX39h7969eP7558u8UHq2tHl6vLn1ItKyc9HEww6fDmnCgcFERFShlfqS7mnTpiEwMBBOTvkTrun1enh6emL27Nk4fvw4GjRogKysrDIvlJ6txQcicDEmHXYWcqwc0woWZrynExERVWxPNKPw119/jdOnT2Pr1q2QSqWIiIiAmZkZpFIp9Ho9W2oquQNXE/DTP3cAAF+91JwDg4mIqFJ4olDj5OSEn376Cf379y98QKkUhw4deuwxwsLCEBgYCEdHR8yePRulua9mbm4umjZtiuDg4NKUTSVwJzkLs3dcAQC83tkXPRu5mbgiIiKiknmiUAMAgwYNgr29/RPtq9FoMHDgQLRq1QohISEIDw/Hhg0bSrz/l19+ibCwsCd6bXo0da4Ob2y+gExNHtrUccLsXv6mLomIiKjEShVqrl27hsjISERGRuL7779H7dq18c033xTa7t69e8Ue58CBA8jIyMCyZcvg5+eHhQsXYt26dSWq4datW1i6dCnq1KlTmtKpBD7dF46I+yq42Jjj29EtIJc9ceYlIiJ65kr1rdWsWTO0adMGL7zwAjQaDSZNmmR0h24AuHLlCho0aICUlJRHHufy5cto166d4VYLAQEBCA8PL1ENr7/+OubOnQtvb+/HbqvRaKBUKo0eVLRD1+5jy9kYAMDXI5rDzc7CxBURERGVTqlCTcOGDZGammoY/zJw4EAkJyfDysoKlpaWaNWqFZYsWYJevXrB2dn5kcdRKpXw8fExPJdIJJDJZEhLSyv29devX4+MjAzMmjWrRPUuWrQI9vb2hgcnBSza/Qw13tv57ziaTr54vp6riSsiIiIqvVLNU/PfeUqsrKyg1+tx/Xr+jLNJSUl47rnncOrUqeJfVC6HQqEwWmZhYYHs7Gw4OjoWuU9SUhLmzZuHgwcPQi4vWdnz5s3DzJkzDc+VSiWDzX/o9QKzfgtF+r/z0cziOBoiIqqkShxqRo8ejbi4OEyYMAFxcXHYvn07Tp48ibi4OENX0J9//onWrVujZcuWxR7Lycmp0EBflUoFc3PzR+4zY8YMTJw4Ec2bNy9pyVAoFIXCExlbcyIK/0SmwNJMhm9GtoC5nONoiIiocirxN9iwYcNgY2OD3r17w8bGBv7+/nj++edhY2ODmJgYzJ8/H4MGDcLvv//+2GMFBgbizJkzhufR0dHQaDSGCf2KsnXrVnz77bdwcHCAg4MDTp48iQEDBmDx4sUlfQv0H1fupWPJoRsAgI8GNYKfq42JKyIiInpyJQ41L7zwAuzt7TFixAjY29ujefPm6NevH+zt7ZGWloagoCDUq1cPmzZteuyxOnXqhIyMDGzcuBEAsHjxYvTo0QMymQxKpRK5ubmF9rlz5w6uXLmC0NBQhIaGonXr1li7di2mTJlSirdLBbI0eZj+Syjy9AJ9m9TES63ZLUdERJVbibufvLy8kJycjPr16yMmJgYrVqyAn58fgPyrov755x8EBwdj8ODBaNmyJbp27froF5XLsXr1aowePRqzZ8+GTqfDsWPHAORfCbV8+XIMGTLEaJ//XsJtYWGBmjVrwsHBoaRvgR6ycP913EnOgru9BRa90JT3dSIiokpPIkowla8QAhcvXsTYsWNx8OBBdOvWDc8//zz27t0LCwsLxMXFGbb95ptvsG/fPhw5cuSxLx4XF4eQkBB06NABrq7lf8WNUqmEvb09MjIyYGdnV+6vV1Edu5mEV386BwDYOrktOvi5mLgiIiKiRyvp93eJWmokEglatWoFmUwGb29vWFpaIiAgAF5eXvj8889hbm4OIQQkEgl2796NkydPQqVSwdbWttjjenh4wMPDo3TvjJ5KRk4u3vv3NgjjOtRhoCEioiqjxGNqtFottFotACA8PByzZ8/G6NGj4evri7Nnz0KlUiE5ORm9e/eGo6Mjrly5Um5F05P7eO813Feq4eNijff6NDB1OURERGWmxKFGLpdj/fr1AAC1Wo3bt2/D19cX/fr1w8qVK2FhYQE7OzvIZDJMmDABtWvXLrei6ckcunYfv1+Mg1QCLB3eDJbmMlOXREREVGZKNKamQEpKSqGZgm/cuAEPDw/Y2FT8y4Gr85ialEwNei8/juRMLd7o4sdWGiIiqjTKdEwNABw+fBhvvPEGdu/ejaZNm2LEiBEwNzcv8qqZwYMH48UXX3yyyqlcLNgThuRMLfzdbDGjRz1Tl0NERFTmStz91LlzZ0yYMAHPP/88IiIisG/fPtStWxdbt26Fn58f/Pz88Pvvv8PX1xfz5s0rz5qplA6GJWD/1fuQSyX46qVmUMjZ7URERFVPqbqfACAiIgINGjRAjRo1kJiYCDMzM8NkeQXLli5dinfeeQcyWcX68qyO3U8ZObnouewYElUaTOvqh9m92e1ERESVS5l3P82dOxcKhQJSqfSxE7W9++67Ja+UytUXByOQqNLA18Uab3VjtxMREVVdJQ41ly5dgrm5OWQyGWefrSTORqVg69kYAMDCF5rCwqxitZwRERGVpRKHmkOHDgEAdDodZDIZatSoUW5F0dNT5+ow7/erAIBRbWqjna/zY/YgIiKq3Eo8UBgAfv75Z/j4+CAhIQFqtRo//fQThBBYv3491q1bZ1j2008/lVe9VELfHY1EVHIWatgqMLcvx9EQEVHVV+KBwkePHsXw4cPx3XffYdSoUejduzcsLCwglRrnIp1OB41GY2jZqUiqy0Dhmw9U6PfNCeTpBVaNbYk+TdxNXRIREdETK/OBwt26dcPVq1dRq1YtAKiQoYXybz66YHcY8vQCPRu5MdAQEVG1UarupyNHjhgm1RNC4PTp0wDyu6WWLVuGzMzMsq+QSuWPy/E4eycVFmZSfDiwkanLISIiemZKHGpOnjyJ1157Df379wcAbN68Gf/73/+g1+tx7949bNmyBTVr1sTIkSOxe/fu8qqXiqFS5+KzP68DAN7qVg+ejlYmroiIiOjZKXGocXNzw4oVKzBhwgTo9Xp88MEHmD9/PqRSKf73v//hwoULCA4OhkqlwvLly8uxZHqUr4/cQpJKAx8Xa0x63sfU5RARET1TpZ5RuMC5c+fQpk2bItfFxcXBw8PjqQorD1V5oPD1BCUGfHsSOr3AzxPaoHN9V1OXREREVCZK+v1dqjE1D3tUoAFQIQNNVSaEwAd7wqDTC/RtUpOBhoiIqqUnDjVUcewOjcP56DRYmsmwYAAHBxMRUfXEUFPJ5Wh1+OLADQDAm93qopaDpYkrIiIiMg2GmkpuzYko3Feq4eFgiYnPcXAwERFVXww1ldgDpRorg28DAOb2bcAbVhIRUbXGUFOJLT10Azm5OrSs7YABAZw5mIiIqjeGmkoqLC4DOy7eAwDMH9AIEonExBURERGZFkNNJSSEwOd/XocQwKBmtdCytqOpSyIiIjI5hppKKPhmEk5HpcBcLsWcPv6mLoeIiKhCYKipZPR6gSUH8y/hfrW9N+/vRERE9C+Gmkrmz6sJCE9QwkYhxxtd6pq6HCIiogqDoaYSydXpsezITQDA5Od94WRtbuKKiIiIKg6Gmkpkx4V7uJOcBWdrc0zkXbiJiIiMMNRUEupcHb756xYAYGrXurBRyE1cERERUcXCUFNJbD5zF/eVatSyt8CYtrVNXQ4REVGFw1BTCahzdfjxeBQA4K3u9Xg7BCIioiIw1FQC28/HIkmlgYeDJV5s6WnqcoiIiCokhpoKTpunx6pj+TetnNLZF+ZynjIiIqKi8Buygtt58R4SMtSoYavA8NZepi6HiIiowmKoqcBydXr8EBwJAHi9sx/H0hARERWDoaYC+yM0HrGpOXCxMcfoNrziiYiIqDgMNRWUEAI/Hs8fSzPxOV9YmrOVhoiIqDgMNRXU8VvJuPkgE9bmMozmvDRERESPxVBTQa09kT8vzYjA2rC3NDNxNURERBUfQ00FFHFfiRO3kiGVAOM71jF1OURERJUCQ00FtPbEHQBA3ybu8HKyMnE1RERElQNDTQWTqFRjT2gcAPBO3ERERKXAUFPBbD0Xg1ydQMvaDmhZ29HU5RAREVUaDDUVSJ5Oj1/OxQIAXu1Qx7TFEBERVTIMNRXI3xGJuK9Uw9naHH2a1DR1OURERJUKQ00FsvnMXQDA8NZeUMg52R4REVFpMNRUENHJWThxKxkSCTCGk+0RERGVGkNNBbH1XAwAoHN9V17GTURE9AQYaioAbZ4eOy7cAwCMbett4mqIiIgqJ4aaCiDoRiJSs7RwtVWgi7+rqcshIiKqlBhqKoDfL+a30gxt4QG5jKeEiIjoSfAb1MTSsrQ4GpEIAHixpaeJqyEiIqq8GGpM7I/L8cjVCTSuZQf/mramLoeIiKjSYqgxsYKuJ7bSEBERPR2GGhOKTFTh8r0MyKUSDGpey9TlEBERVWomCzVhYWEIDAyEo6MjZs+eDSHEY/dZvXo13N3dYWZmhl69eiEhIeEZVFp+dl7Mvxt3F39XuNgoTFwNERFR5WaSUKPRaDBw4EC0atUKISEhCA8Px4YNG4rd5+TJk1iwYAE2bdqEO3fuQK1W49133302BZcDIQT+CI0HALzAriciIqKnZpJQc+DAAWRkZGDZsmXw8/PDwoULsW7dumL3uXHjBlauXIkePXrA09MT48ePR0hISLH7aDQaKJVKo0dFcSk2HXHpObA2l6FbgxqmLoeIiKjSk5viRS9fvox27drByir/dgABAQEIDw8vdp+JEycaPb9x4wbq1q1b7D6LFi3Cxx9//HTFlpM/r+R3nfVo5AYLM968koiI6GmZpKVGqVTCx8fH8FwikUAmkyEtLa1E+6ekpODHH3/E1KlTi91u3rx5yMjIMDxiY2Ofqu6yotcL7L+aH2r6N3U3cTVERERVg0laauRyORQK44GxFhYWyM7OhqOj42P3nzp1Kjp06ID+/fsXu51CoSj0OhXBxZg0JGSoYauQo1N93haBiIioLJgk1Dg5OSEsLMxomUqlgrm5+WP3/emnn3D8+HGEhoaWU3Xlb9+/XU892fVERERUZkzS/RQYGIgzZ84YnkdHR0Oj0cDJyanY/c6dO4cZM2bgl19+gZubW3mXWS50D3U9DWjGriciIqKyYpJQ06lTJ2RkZGDjxo0AgMWLF6NHjx6QyWRQKpXIzc0ttM+DBw8wcOBAvPfee2jVqhUyMzORmZn5rEt/ahdj0pCo0sDOQo7n6rLriYiIqKyYJNTI5XKsXr0aU6ZMgZubG3bs2IHFixcDyL8S6s8//yy0z7Zt25CYmIj58+fD1tbW8Khs/gp/AADo3tAN5nJO6ExERFRWJKIkU/mWk7i4OISEhKBDhw5wdS3/VgulUgl7e3tkZGTAzs6u3F+vKN2+CkZUUha+H90S/QPY/URERPQ4Jf3+NslA4QIeHh7w8PAwZQnP1O2kTEQlZcFMJkGn+i6mLoeIiKhKYf/HM/T39fyup3a+zrC1MDNxNURERFULQ80z9Fd4IoD8S7mJiIiobDHUPCOpWVqE3E0FkD9ImIiIiMoWQ80zEnwjEXoBNHS3g4eDpanLISIiqnIYap6R4zeTAADdGnBuGiIiovLAUPMM6PUCJyOTAQDP12OoISIiKg8MNc/A9ftKJGdqYWUuQ8vaj79hJxEREZUeQ80zcPJWfitNO19nziJMRERUTvgN+wycuFXQ9cQJ94iIiMoLQ005y9HqcC46/1JujqchIiIqPww15excdCq0eXrUsreAn6u1qcshIiKqshhqytmp2/ldTx3rukAikZi4GiIioqqLoaacnbuT3/XU1tfZxJUQERFVbQw15Shbm4er9zIAAG19nExcDRERUdXGUFOOLt5NR55eoJa9BTwdeWsEIiKi8sRQU47O3kkBkN/1xPE0RERE5YuhphydLRhPw64nIiKicsdQU07UuTqExqYDANow1BAREZU7hppyci1eCW2eHi425vBx4fw0RERE5Y2hppwUtNI093LgeBoiIqJngKGmnFx+KNQQERFR+WOoKScFLTXNGGqIiIieCYaacpCapUVMajYAIMDDwbTFEBERVRMMNeXg8r10AICvizXsrcxMWwwREVE1wVBTDkJj0gFwPA0REdGzxFBTDq7821IT4Glv2kKIiIiqEYaachBxXwUAaOzBUENERPSsMNSUsfRsLRIy1AAA/5q2Jq6GiIio+mCoKWMFrTSejpaws+AgYSIiomeFoaaMRSQoAQANatqZuBIiIqLqhaGmjF1PyG+paejOriciIqJniaGmjEXcZ0sNERGRKTDUlCGdXuDGg/yWmgZsqSEiInqmGGrKUGxqNtS5eijkUtRxtjZ1OURERNUKQ00Zup2UCQDwcbGGTCoxcTVERETVC0NNGYpKygIA+LnamLgSIiKi6oehpgxFJee31Pi6suuJiIjoWWOoKUO3/22pYaghIiJ69hhqyhC7n4iIiEyHoaaMKNW5SM7UAMgfKExERETPFkNNGbmbnA0AcLVVwJb3fCIiInrmGGrKyL20/FDj6Whp4kqIiIiqJ4aaMhKXngMA8HBgqCEiIjIFhpoyci/t31DDlhoiIiKTYKgpIwUtNZ6OViauhIiIqHpiqCkjcf+21Hiy+4mIiMgkGGrKSMFAYXY/ERERmQZDTRlQqXOhVOcB4EBhIiIiU2GoKQPx6WoAgL2lGawVchNXQ0REVD0x1JSBJFX+TMJudgoTV0JERFR9MdSUgaTM/JYaV1uGGiIiIlNhqCkDBS01rjYMNURERKbCUFMGDKGGLTVEREQmw1BTBgpCTQ1bCxNXQkREVH0x1JSB5EwtAMDZxtzElRAREVVfJgs1YWFhCAwMhKOjI2bPng0hxGP3OXbsGBo2bAgXFxcsW7bsGVRZMip1LgDAzsLMxJUQERFVXyYJNRqNBgMHDkSrVq0QEhKC8PBwbNiwodh9kpKSMGjQIIwaNQqnT5/Gli1bEBQU9GwKfgzVvxPv2VpwjhoiIiJTMUmoOXDgADIyMrBs2TL4+flh4cKFWLduXbH7bNmyBe7u7liwYAHq1auHDz744LH7PCsFswnbMNQQERGZjElCzeXLl9GuXTtYWeXf0TogIADh4eGP3adbt26QSCQAgDZt2uDixYvF7qPRaKBUKo0e5SFTw+4nIiIiUzNJqFEqlfDx8TE8l0gkkMlkSEtLK/E+dnZ2iIuLK/Z1Fi1aBHt7e8PDy8vr6Yv/DyEEZvX0x9vd68HJmgOFiYiITMUkoUYul0OhMJ7TxcLCAtnZ2SXe53HbA8C8efOQkZFheMTGxj5d4UWQSCSY3MkXM3vW532fiIiITMgk38JOTk4ICwszWqZSqWBu/uiWDicnJyQlJZV4ewBQKBSFwhMRERFVTSZpqQkMDMSZM2cMz6Ojo6HRaODk5FTifUJDQ+Hh4VGudRIREVHlYZJQ06lTJ2RkZGDjxo0AgMWLF6NHjx6QyWRQKpXIzc0ttM+gQYNw8uRJBAUFIS8vD0uXLkXv3r2fdelERERUQZmk+0kul2P16tUYPXo0Zs+eDZ1Oh2PHjgHIvxJq+fLlGDJkiNE+Li4u+Oqrr9C7d2/Y29vD2tq6wlzSTURERKYnESWZyrecxMXFISQkBB06dICrq2uJ9omMjMT169fRuXNn2NnZler1lEol7O3tkZGRUep9iYiIyDRK+v1t0lDzrDHUEBERVT4l/f7mDS2JiIioSmCoISIioiqBoYaIiIiqBIYaIiIiqhIYaoiIiKhKYKghIiKiKoGhhoiIiKqEanVb6YIpeZRKpYkrISIiopIq+N5+3NR61SrUqFQqAICXl5eJKyEiIqLSUqlUsLe3f+T6ajWjsF6vR3x8PGxtbSGRSMrsuEqlEl5eXoiNjeVMxRUQz0/FxXNTsfH8VFzV7dwIIaBSqVCrVi1IpY8eOVOtWmqkUik8PT3L7fh2dnbV4h9XZcXzU3Hx3FRsPD8VV3U6N8W10BTgQGEiIiKqEhhqiIiIqEpgqCkDCoUCH374IRQKhalLoSLw/FRcPDcVG89PxcVzU7RqNVCYiIiIqi621BAREVGVwFBDREREVQJDDREREVUJDDVERERUJTDUPKWwsDAEBgbC0dERs2fPfux9KejJ7NmzB76+vpDL5Wjbti2uX78OoPjPvzzWUfH69OmDDRs2AOC5qWjmzp2LgQMHGp7z/Jjepk2bULt2bdjY2KBHjx6Ijo4GwHPzNBhqnoJGo8HAgQPRqlUrhISEIDw83PADncrO7du3MX78eCxevBhxcXHw9vbGpEmTiv38y2MdFW/Lli04dOgQgPL5/HlunlxYWBh++OEHLF++HADPT0Vw+/Zt/O9//8Pu3bsRHh4Ob29vjBs3jufmaQl6Yrt27RKOjo4iKytLCCFEaGio6Nixo4mrqnr27t0rVq5caXh+9OhRYW5uXuznXx7r6NFSUlKEm5ub8Pf3F+vXr+e5qUD0er3o0KGDWLBggWEZz4/p/fbbb2L48OGG5ydOnBDu7u48N0+JLTVP4fLly2jXrh2srKwAAAEBAQgPDzdxVVXPgAEDMGXKFMPzGzduoG7dusV+/uWxjh5t1qxZGDp0KNq1awegfD5/npsns2bNGoSGhsLHxwf79u1Dbm4uz08F0KhRIxw9ehSXLl1CRkYGvv/+e/Ts2ZPn5ikx1DwFpVIJHx8fw3OJRAKZTIa0tDQTVlW1abVaLF26FFOnTi328y+PdVS0oKAg/P333/jiiy8My3huKobMzEzMnz8f9erVw71797Bs2TJ06tSJ56cCaNSoEYYNG4aWLVvCwcEBZ8+exdKlS3lunhJDzVOQy+WFpqi2sLBAdna2iSqq+ubPnw8bGxu89tprxX7+5bGOClOr1Xj99dexcuVKozsF89xUDL///juysrJw9OhRLFiwAIcPH0Z6ejp++uknnh8TO3PmDPbu3YuzZ89CpVJh1KhR6NevH//vPCWGmqfg5OSEpKQko2UqlQrm5uYmqqhqO3LkCFatWoWtW7fCzMys2M+/PNZRYZ9++ikCAwPRv39/o+U8NxXDvXv30LZtWzg5OQHID5sBAQFQq9U8Pya2fft2jBw5Em3atIGNjQ0+++wzREVF8f/OU2KoeQqBgYE4c+aM4Xl0dDQ0Go3hBwiVnaioKIwZMwYrV65Eo0aNABT/+ZfHOips69at2LNnDxwcHODg4ICtW7di6tSp+Pnnn3luKgAvLy/k5OQYLbt79y6++uornh8Ty8vLw4MHDwzPVSoVsrKyIJfLeW6ehqlHKldmubm5wtXVVfz8889CCCFef/11MWDAABNXVfVkZ2eLhg0bismTJwuVSmV4aLXaR37+xZ2bJ11HhcXGxoo7d+4YHi+++KJYsmSJSEpK4rmpAFJSUoS9vb1YuXKliI2NFd98841QKBTi1q1bPD8mtm3bNmFpaSmWLVsmtmzZIrp27Spq167Nn2tPiaHmKe3atUtYWlqKGjVqCGdnZxEWFmbqkqqcXbt2CQCFHnfu3Cn28y+PdVS8V199Vaxfv14IUT6fP89N6Z0+fVp06NBBWFpaCh8fH7Fr1y4hBM+Pqen1evHRRx+J2rVrCzMzM9GiRQsREhIihOC5eRoSIarotILPUFxcHEJCQtChQwe4urqaupxqp7jPvzzWUcnx3FRsPD8VF8/Nk2GoISIioiqBA4WJiIioSmCoISIioiqBoYaIiIiqBIYaIiIiqhIYaoiekcjIyGLXp6enQ61WGy27dOkSMjMzy62mvLy8J973ypUrmDdvXomOERoaik8++cTwXKfTQavVGm2Tm5sLnU5X7HHu3r2L5cuXo7TXNxw6dAjR0dGl2qe8CSGwefNmZGVlGS1ft24dUlNTy/W1c3NzsWTJkio5TT5Vbww1RGVs9erVePnllwstHzp0KHbs2PHI/RYvXozRo0cbfWFPnjwZy5cvL3L7w4cP4969ewCA7OxsnDp1yrDO3Nwc+/fvBwDcvHnT6I68Wq0Wubm5EEJgxYoVGDt2LADg7bffxo8//lii96jVajFp0iSsWbMGZ8+efez22dnZ+OyzzwxBZv/+/ahTpw7q1KkDiUSC2rVrw9vbG7/99hsAYMyYMbC1tYWLiwskEgmuXbtm+IxOnDgBiURSojoLLFiwAJs2bSp2m9mzZ2PatGlGy2bMmIElS5YgMjISTZo0MVr3yy+/wM/PD02aNIGFhQVq1aqFJk2awN/fH25ubrh7965h288++wx9+/Y12v/u3buYPHmyUZBLTk7Ga6+9ZjTT7MNiY2MhlUoNn12dOnUglUrh6elpeG5nZ4fZs2cX+17NzMywfft2/PTTT4/c5v79+/j6668BAL6+vggJCcGmTZtw6tQpREVFoWXLloVCOJGpyU1dAFFVY25uXujmcUD+l2ZwcDCGDRtW5H4LFixAYGAggoKC0K1bN9y4cQP37t3DzJkzi9x+w4YN+Pvvv7F//348ePAAw4YNw4ULF9CwYUOjGqZNmwZLS0vs2bMHEokE3377LVavXg25XI6MjAxkZ2ejSZMmiI+Ph5WVFb799luo1WqkpaUhJSWl0OsKITBp0iTUq1cPP//8M/r3749169aha9euhbYdN24cQkJCoNPpkJubi4CAAMjlcnz99deIj49HRkYGPDw8EB0dDan0/3/HMjc3x7fffot27dph2LBhaNy4MaKjo7F+/XpDkNBqtYiMjMSpU6fQrl07w74BAQHQ6/VGdcTHx+Orr77C9u3bAcBQz/79+1G/fn0AgJWVlVENQH6LBgDIZDIkJycbrRs5ciRGjhwJIP9eV9988w2GDx9uWJ+cnIwdO3Zg4MCBsLKygr29vdH+165dQ8+ePY1uBLp//360bt0aZmZmhpY9V1dXw74WFhawsrIyanWysbFBcHAw6tatCwB48803i/z3919z584t9J4eZm9vj61bt8LPzw/m5uaQyWT4/PPP8eeffyI0NBRmZmawsLB47OsQPUsMNURlJC8vz6iVRaPRYOfOnYVCSUFrTYsWLXDgwAEAwIoVK7B69WpkZWXh7bffBpDfHZWTk4M2bdrAysoK586dMzrO5s2bMXHiRAQFBeHdd9/F2LFj8dFHH2H79u2QyWSQSqX46aefEBUVhcuXLxtaN2bNmoVZs2YByA9GJ0+exNq1azFlyhS0a9cO48aNQ2hoKPr161foPWq1WkycOBEPHjzA3r17oVAosHv3bgwePBgTJ07EnDlzjG6SFxsbi++++w7h4eEYMGAAateujbfeesvwG35kZCRatGhRKEwUHOPw4cMYOnQodDodJk6ciBo1auCFF17Ap59+irfffhs5OTlGgQbIb5k6deoUmjdvXui4D5+r3NxcKBQK6HQ66HQ6SCQSSCQSaLVa/Pnnn7h//z6uX78OHx8fSCQS5OTkYPXq1cjOzsaLL74ILy8vAMDt27eRlpZWqCUnJiYGw4cPR05ODqRSKeTy//9x6+fnh8TEROh0Ori4uMDe3h63b9/G5s2b8eDBAwwYMAAA8ODBA3z++eeYOnUqADzy/fzXw69VoGXLlrhy5Uqh5W+++abR84yMDFhbWyMiIgJjxoxBVlYW1Go1goOD0aZNG9y9exdHjx5Fz549DftoNBqYmZmVuD6i8sJQQ1RGDh8+jBkzZiArKwvZ2dnQaDTo0aMH+vTpgw0bNuDs2bOoX78+HB0dcebMGaMugrS0NAwbNgwfffRRoeNGR0ejZcuWRst0Oh1kMhnWr19vWPbll18avswKvqBHjx6Nrl27wsbGxrDdoUOHMHToUPj6+iIpKQm5ubk4c+YM4uPjsW/fPixduhQA4OPjY/Sa4eHhGD9+PDw8PLBv3z5D8AgICMDp06cxaNAgrFq1ChMnTsSkSZPg5eWFjz76CPHx8Zg3bx769OkDAPj2229x7949dOnSBampqUhMTESXLl1Qt25drF271lA/AOzduxcLFy7EjRs3UKtWLezZswfdunXDyZMnoVarERQUVOjzMjMzg0QiwYwZM7Bz505YWFgYdVfFxcXB29sbERERAIDz589j+PDhUCqV0Ov1+OOPPzB//nwkJycbjTnR6/VITExEXl6eUUvQ3r17AQDLli2DTCYDkN8KUtACU1RrhkqlwtWrV1GnTh1ER0ejbdu2uH37Ni5duoS7d+/CysoKADBp0iSjVheZTIacnByjAJWTk4N+/foZzkdCQgLeeuutQq8pkUjw119/oUuXLoXWAfnjnlq0aGF4vbCwMFy5cgV///03YmJicObMGdjb2+P06dPYv38/dDodfvnlF8THx8Pe3h5//fUXGjduXOSxiZ4VhhqiMtKvXz/069fPqPXj5s2b8PPzg06nw8CBA/Hbb7+hc+fOqF+/vlGAMTMzKzRw9mFmZmZGz5cuXYq9e/fiiy++QMeOHQEAbm5usLa2NrQKFHRzZWRkYPny5YbxIvHx8XB3d8e4ceOwe/dumJmZoX///ti5cye8vb3RunVrw+vs2bMHgwcPxgcffIAvv/wS77zzDlasWAFXV1fIZDKo1WpYWVlBq9XCwsIC3333Hb7++mvk5eXh888/h4eHB0aMGAEfHx+89NJLuHnzJt5//32MGjUKYWFhWLx4MQAgKSkJu3btMnqP2dnZOHPmDJo0aQIzMzO88847WL16NTIyMpCSkgJLS0ts2rQJgYGB8Pb2hqOjIwAY3v+KFSuwYsUKnD59Gn/88Qf69OmD//3vfwgMDDT67AMDAxEdHY2PPvoIarXaUBMAo7Et1tbWmD9/vlGNOp0Oq1atwssvv4wXX3wRQggMHDgQn3zyCZRK5SPP539bNCQSCd5//31MnjzZEGiA/O6vh0OREAKWlpYICwszLLOxscH+/fuNup+KUhC4Hqdgu5dffhmZmZm4du0a5HI57O3t0bBhQ7Rt2xYffPABcnJyYG5ujnbt2mH58uUMNFQhsK2QqJykpaXB29sb7du3x/79+9GwYUN07twZQP4YjE6dOhl+4y8Yu/Eo/73CaNasWXj11Vcxd+5cw7gXhUKBc+fOITk52ejRsWNHoy6hwYMHY/v27Th16hRSUlLw5ZdfYsCAAfD29kazZs0wYMAABAYG4sKFC4aBu4MHD8bRo0exaNEiZGVlISMjA6dOnUKNGjWQnJwMpVKJxMREvPTSSzh9+jQ+++wz6PV6DBs2zDAmZsKECWjUqBFmzpwJmUwGGxsb9OzZE3/88QdefPHFQl/0VlZWePfddzF//ny89957GDt2rKHbSy6XY82aNbC2tsa2bdsQGhpq2C87O9soCDRs2BDXr19H165dsWDBAmzbtg3+/v6PPGfffvstPvvsMzg7O2PdunWGdYmJiXBxcTGMwQHyr1SKjo7G4sWL0adPH9SvXx8uLi6oUaNGseezKG+//TZ69+6NuXPnGpYVdJEVeNzVYWVp8uTJOHToEI4cOQJ7e3uMGzcOx48fNwTCqKgoAPktQx4eHs+sLqLisKWGqIylpaXh77//RqdOndCnTx/8+eefiIyMRO3atdGkSROkpaVBpVLBzc0Nf/zxBxo2bGgYPPvdd98VecyHu4+A/DETkydPxvjx4w1dTlKpFA0aNCi0r06nM1zhdOjQIWzevBn79+9Hamoq/Pz8MH78eAD5LTgnT57Eli1b4OLiAq1Wa/gCa9WqleFYxf3GX7C+oPsrKCgIdnZ2GDVqFGbNmoWmTZvi7Nmzhq6tjIwMXL58+ZFjMd5//314e3vj0qVLuHfvHnbs2IGdO3ciNjYWo0ePhlQqRbdu3QyDlJVKJfLy8hAXF4e+ffsawo0QAlKpFDNnzjR0Rdna2uL48ePIy8tDUFAQDhw4gNDQULzyyitYtmwZ3n33Xbz77ruGWmrUqIH4+HhDi9qNGzcwc+ZMLFiwACNHjsS7776L6OhoQ3B9nJYtW0IqlUKv18Pc3BwdO3bE/fv30a9fP7zyyito1KgR1Gq1UahRq9XIzs5GnTp1DMuys7PRpUsXw7+D1NTUIgeXp6eno3v37o+9ckyn00Eul+Ozzz6Do6MjlixZgu7du6NDhw745Zdf0KtXL4wfPx4nT56Ej48PlEolPD09S/SeicqdSe4NTlQFnT59WrRt21Y4OjqKPn36CLVabVjeoEEDodVqhRBCvPrqq2Lp0qWG/dRqtcjJyRE5OTkiLi5OJCcniy+//NLo2Hfu3CnyNV988UVx8eJFIYQQ9vb24tatW4W26dy5s1izZo0QQohTp06JOXPmiE2bNonu3bsbtgkODhapqalCCCHWr18vevfuXeg4sbGxQi6XCxsbG2Fvby9sbW2FRCIR9vb2wt7eXlhbWwuZTCbS0tKEEELodDrx22+/ifbt24u33npLqFQq8euvvwpvb2+xd+9e4e3tLY4dOyZ69uwpbt26Jdq2bWt4rddff12sWbNGXL16VdjZ2YkDBw6I69evi7y8PCGEEM2aNRPXr18XOp1O5OTkGPa7ceOGcHBwEDqdzvD5CyFEUlKSsLa2NjyfPHmyGD9+vBBCiF9++UU4ODiIVq1aiTlz5hi952nTpoklS5aIO3fuCDc3N6N1KSkp4quvvhJCCLF161Zha2srPDw8xPbt2w21FPyI/frrr8WYMWMM+7q5uRnO6X+PPWHCBDF58mQhhBB9+/YVR44cMay7ePGiqF27tlEd1tbWRud92rRp4sMPPxT/ZW9vL06dOlVo+cOf0fTp0w2f29ChQ0WdOnUEAOHr6yv8/PyERCIR586dEwcPHhT9+vUTwcHBRv+OiEyN3U9EZcTf3x/z58/HsmXL4OHhAYVCASEEZsyYgfHjx8PMzAz379/HgQMHDK0jALBv3z4MGzYMISEh6Nu3LxwdHREUFISPP/4YQP5vzkOHDjUa6wEAKSkp+OOPP0rVJdG+fXt88cUXcHZ2NixTqVTo3bs3zp8/b1gmipjcztPTE1FRUVi0aBHS09Nx7tw51K5dG+np6UhPT8err76KW7duwcHBwbDP4cOHkZycjMOHD6NLly6YNm0aZs6ciYYNGwIALly4gGbNmgEo3AWXlpaG5s2bo169eoiKisL7779fqJVIKpUadTVdvHgRfn5+kEqlxV7WPHz4cMyZMwcAMGjQIFy9ehUDBgyARCKBXq+HRqMp8jMQQkCr1SIvLw9OTk6GFpFRo0bhrbfegrm5OYYMGQIgv2UEQLFjpYry2muvGbpzsrOzjS4Fv3r1KgICAkp1PAC4fv06srKyCl2h9TAXFxcsX77c8Ln9/vvvWLVqFbp3747bt29j+/btaNCgAQIDA9G9e3dcv34dH3zwAQYOHFjqeojKC0MNURlxdHQ0XIpbQCKR4OOPP8b+/fvRpUsXjBkzBtOnT4eTk5NhmwMHDqBXr16wtLSEhYUFpFIp1q9fb/gC12q12L9/P1atWoVvvvnGsN/69esRGBhoNLC3TZs2cHFxMXr8888/hWp9+It22bJl8PHxQcuWLbFq1SooFArD5cr/JZVK8dFHH+Hvv/82Wn706FHs3r3bMFi3YNvVq1ejUaNGWLt2LUJCQvDCCy/A2toa7u7uWLt2LdasWWOY5+bhK7n0ej1cXV1x7tw5nDlzBmlpaTh9+rRhgrnw8HB0794d3t7ecHNzw5YtWwDkD2z+7yXeRenZs6ehq87S0tKo+yQiIgKurq6PHFNTo0YN7N692+h4QUFBWLFiBVatWmUYv9S0aVNcv3690CDvx2nbti0+/PBDAPnB7uF5bHbv3o3evXsbbS+EMApgeXl5hbrzNmzYgK5du8LW1rZUtdy8eROpqano1q0bXnnlFbzyyisA8rs/X3nlFfzzzz+Grk2iCsGUzUREVdFPP/0kJk6caLTs8uXLwt/fX3h6eoo2bdqIf/75RwghhFKpFHZ2diI2NlZcuXJFNG3atNDxevToITZs2CCuXLkifvjhByGEEBkZGcLNzU18//33hu1sbGyK7H7q1KmTofupQHJysti7d6948803hZWVlQgODhbBwcHC19dXODg4iPfee08kJCQY7VPQ9fPjjz+KkSNHiuvXrwtvb2+h1+tFmzZtxI4dOwzb6fV6w36DBg0SPj4+onHjxsLR0VGsWbNGpKSkiD59+oivv/5axMbGisDAQDFkyBCRnZ0thBBi/PjxYv369Y/8jAu6nx4WHx8vzMzMxN9//220PDQ0VGzevFk4Ozs/8nhCCPHhhx+K9957z2hZcd1PQgihUqnEBx98ICwsLMSqVauKPG5OTo6YP3++GDt2rGGZs7OzcHR0NPrzv+7duydcXFyESqUSQggRHh4urK2tRWJiotF25ubmIiwsTAghxKRJk4STk5OhC0wIIa5duyYsLCyMurFKIzExUXTu3Fm88MILolmzZmLz5s1i//79onbt2qJjx45iwIABRl2ARKbEUENUhtavXy/atGkjpk+fLm7duiUWLFgg2rRpI3x9fcXPP/8s9Hq9+P7774Wtra0YM2aMyMzMFFu3bhVC5AcNd3d3QwBo3LixqF+/vmjUqJG4f/++0ev89ddfolGjRuLBgweGZXK53CjU5OXliVGjRonGjRuL8PBwIYQQer1e9OjRQzg5OQkbGxsxduxYcePGDcM+Op1O7Ny5U7Ro0UI0adJE6HQ6wzpzc3NhZWUlnJycDA8bGxvh7OwsrK2thaOjo7CyshIymUwEBwcb9uvVq5c4ceKEECJ/rMzbb78tPD09jQJZRkaG6NWrl2GcyejRo4sNNfXq1RMXLlwwWqbVasXevXsLbTt58mRRs2ZN8b///e+Rx5syZYrw8vIynIuH9y0INQ4ODkbrcnNzRUBAgHB1dRUHDhx45LH9/f0FALFs2TLDskmTJomkpCQhhBCpqalGY2AuX74smjZtKgYPHmx03MuXLxtC7cMOHjwolEqlECJ/bM9/w8urr74qBg8e/Mj6HuX48eNiwoQJwt/fX2zYsEEIkT/+58UXXxT169cXly9fFllZWaJLly7C399fxMbGlvo1iMqaRIhS3hmOiB4pKCgI58+fx/jx42FhYYEPPvgA/fr1Q/fu3Y26BKKjo3Hp0iUMHTq0XOvRaDSFxpZcvHgRQgg0bdrU6FLvhwkhkJKSAhcXl3KpKyMjo9BtA0yp4DLw0s6Ie/36dTg7Oxd7Cffly5dha2sLX1/fpy3zieXk5MDS0rJU+1y/fh2hoaF44YUXDP+GMjMzsW3bNrzyyiuGZTqdDkeOHDFMrkhkSgw1REREVCVwoDARERFVCQw1REREVCUw1BAREVGVwFBDREREVQJDDREREVUJDDVERERUJTDUEBERUZXAUENERERVAkMNERERVQn/Bz45FpUkr8AmAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cum = order2[['customer_unique_id','payment_value']]\n",
    "#定义cum表，属性分别为客户id和支付金额\n",
    "cum = cum.groupby('customer_unique_id').sum().sort_values( by = 'payment_value' ,ascending=False).apply(lambda x:x.cumsum()/x.sum())\n",
    "#根据客户id将所有订单金额进行累加，再进行降序排序，最后将所有客户的支付金额进行累加。groupby之后customer_unique_id就没了\n",
    "cum.reset_index().plot()\n",
    "#这一步会把customer_unique_id的index恢复成普通列，并生成一个新的默认数值索引（0, 1, 2, 3...）作为行号。、\n",
    "# 如果你没有指定 x 和 y，Pandas会默认把 第一列（index）作为横轴（x）把第二列作为纵轴（y）\n",
    "plt.ylabel('消费金额累加占比')\n",
    "plt.xlabel('按总消费金额降序排列的用户数')\n",
    "plt.title('头部用户消费能力评价')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6259045-5322-4f5d-8d31-2865b66b5616",
   "metadata": {},
   "source": [
    "**二八法则，前20%的客户消费金额达总金额的55%，前50%的用户占比总消费金额80%。因此，有必要将消费者的消费能力进行精细化划分和运营，重点关注消费能力强的头部用户。**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfa9f18c-43ce-42ca-9d63-1c3ccad19638",
   "metadata": {},
   "source": [
    "# **3.3 用户生命周期分层**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "89eae5e7-6525-4af4-93d9-43673b13a509",
   "metadata": {},
   "outputs": [],
   "source": [
    "cyc = order2.pivot_table(index = 'customer_unique_id', columns = 'ordermonth', values = 'shipping_limit_date',aggfunc= 'count').fillna(0)\n",
    "#创建透视表，确定每位用户每个月的订单状态\n",
    "cyc = cyc.map(lambda x: 0 if x == 0 else 1)\n",
    "#标记每个月下单情况，下过单标记为1，不下单为0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "956ba2b0-8fea-40c5-9c3e-b96b0bd7e36b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def active_status (data):\n",
    "    status = []\n",
    "    for i in range(len(data)):\n",
    "        if data.iloc[i] == 0: #若当月无订单，进入if语句判断（1.状态为空表示未注册；2.上月状态为unreg，本月状态仍未unreg；3.否则为不活跃）。\n",
    "            if len(status) == 0: \n",
    "                status.append('unreg')\n",
    "            elif status[i-1] == 'unreg':\n",
    "                status.append('unreg')\n",
    "            else:\n",
    "                status.append('inactive')\n",
    "        else:                 #当月有订单，进入if语句判断（1.状态为空表示新用户；2.上月状态为unreg，本月状态为new；3.上个月无订单，本月则为return；4.否则为active）\n",
    "            if len(status) == 0:\n",
    "                status.append('new')\n",
    "            elif status[i-1] == 'unreg':\n",
    "                status.append('new')\n",
    "            elif data.iloc[i-1] == 0:\n",
    "                status.append('return')\n",
    "            else:\n",
    "                status.append('active')\n",
    "    return status\n",
    "#定义下单状态函数，将每位用户的状态用列表status表示，lambda函数中，再利用for循环来遍历cyc明确的一个用户的每个月下单情况。status为空表示将用户状态初始化。用户状态分别为unreg,new,inactive\n",
    "#active和return五种状态。其中，nactive,inactive和return属于new的类，unreg自己一个类。先判断是new还是unreg，是new以后才有active,inactive和return等状态。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "0bc08a26-9fe4-4e31-9a19-b95865a4441e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "各月份不同状态客户人数：\n",
      "            active  inactive     new  return\n",
      "ordermonth                                  \n",
      "2017-01        0.0       0.0   546.0     0.0\n",
      "2017-02        4.0     542.0  1609.0     0.0\n",
      "2017-03        8.0    2146.0  2338.0     1.0\n",
      "2017-04       14.0    4474.0  2051.0     5.0\n",
      "2017-05       19.0    6512.0  3567.0    13.0\n",
      "2017-06       25.0   10064.0  3259.0    22.0\n",
      "2017-07       23.0   13320.0  3520.0    27.0\n",
      "2017-08       20.0   16830.0  4240.0    40.0\n",
      "2017-09       33.0   21049.0  3991.0    48.0\n",
      "2017-10       33.0   25028.0  4319.0    60.0\n",
      "2017-11       40.0   29329.0  6092.0    71.0\n",
      "2017-12       65.0   35374.0  6525.0    93.0\n",
      "2018-01       30.0   41928.0  6443.0    99.0\n",
      "2018-02       34.0   48376.0  6129.0    90.0\n",
      "2018-03       39.0   54477.0  7326.0   113.0\n",
      "2018-04       35.0   61805.0  6433.0   115.0\n",
      "2018-05       47.0   68187.0  7283.0   154.0\n",
      "2018-06       47.0   75480.0  5770.0   144.0\n",
      "2018-07       19.0   81294.0  5681.0   128.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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z7H/xeUwsAfztQJq3hhh61bnEo4Ylgw3pNnAgTSlT4v1/e/8T+9rnpSlpH6nq1RgG0weO3XNGOilEioiIiIiIiIi0Ya7jkHr7HfY/87cDaQx/O5Bm6/HQpw5yfnjtbAu3nR1Ic7gUIw9W1UtxUEREREREREREPlMpHic+aRL7Jj6Nu/NvB9Ks6WOYPdIQzrn4HZcdXSzeG+jtAHkwxUgREREREREREZFDlF2/ngPPPkvs9clYuQIA6TKYP8ywvL+hf62LY2D+CIuiXxHy7ylGioiIiIiIiIiI/BNOPk9i2jT2TXya4uq/HUizvTPMONVgh6FzHOyI4ZUveetAmsOlGCkiIiIiIiIiIvIJCrt20fDCC+x/8QVMzAb+diDNwqGGnnUuJcuwtq8hFdYsyEOhGCkiIiIiIiIiItLksw6k+bAb9NsLRR+8PloH0hwuxUgREREREREREfG8UjxO7NVXqXtm4j8cSDPrZEMo71JWdKntZLHqRAXIz0sx8iC7k7tpyDUcs+erLqumW3m3Y/Z8IiIiIiIiIiLycdmNG6mfOJHY5Ncwf3cgzbL+hv67XYwLbw21KAS8EyGjjsNX7ST/e4S/r2Jkk93J3Xxt0tfIl/LH7DmDviBTvjFFQVJERERERERE5BhyCwUSs2dT99ST5N9bCTTOgvzoQJp4BI6PQSpkePUcbx1I0y9f4DuJBFckUpSyjmLk0dKQazimIRIgX8rTkGtQjBQREREREREROQaK+/fT8OKL7H/2GdhfD0DJwNJBhrnDDT33uzjG8H5vw9LB3pkFabku56UzXGsnOTubbb6+yn/k06FipIiIiIiIiIiItFuu65JdtYr9EyeSmDYNUywBEIvArFMM7/c0nLi7cWbkG2dYuJZ3ImRlqcQ3kym+Yyfo2fS+lIAF4TA7/T6GNWSO+HN6a55pGzdv3jz69u3L5MmT6dOnD9XV1dx3330AvPvuu5x55pl06NCBK6+8kng8juM4lJeXs2XLFv74xz/SuXNnAK6++mruvvvulnwpIiIiIiIiIiJHlZPLEXt1Eh9+60q2fedaklPewBRLbOoOf/qa4ckxhkQI9ncwTDrHYkV/74TIgbk8/1N3gFk7a/mv+hg9iyVilsULFeW8Wh7l1FyWGxNJ+peKR/y5DytGPv300/Tu3Zvy8nIuuugitm3bBsDatWs5/fTTqa6u5mc/+xmu6zZ/zdG452UHDhzgjjvu4I033uBXv/oVP/vZz9i9ezeXXnopY8eOZc2aNaTTaX76059iWRYjRoxg06ZNbNiwgUGDBnHgwAE++OADTjnllJZ+KSIiIiIiIiIiR1yhtpZ9d9/DhvPOZffPf05x/QbyPpg33PCbayyWDbCwXMN7AyymnuFjdydvBEi/63JxMsWE2r28XLuHq5Ipwq7L+8EAEyorWBsMcFUiyVXJFB2co9fhDjlGbt68mf/v//v/mDRpEuvXr6dPnz6MGzeOXC7H5ZdfzqhRo1i2bBnr169nwoQJAEflntclk0keeughhg0bxm233UY+n2fGjBkEAgF++ctf0rt3b3784x8zefJkAE455RQ2bdrEjh07GDNmDBs2bGDz5s2KkSIiIiIiIiLSbriuS2rxYrb/4Pt8cNFFHHj0UUw8wf5KeOZ8iz98y2JXR0PJwKTRhvkjLDJl3oiQnUol/rUhzrSdtdxZd4BRuRwFYEYkzMSKCkKOwzg7wZeyOXzHYDyHvGfkihUrOOusszj11FMBuOmmm/j2t7/N1KlTicfj3H333UQiEX7729/y/e9/n5tuuumo3Ps0uVyOXC7X/Gvbtr/A29J6VVdXM3LkSACCwSAAe/bsoa6ujurqagAcxyGRSJDNZjnllFNYuXIlxWKRQYMGMXfuXI4//niqqqpa6iWIiIiIiIiIiBwRTipFfPJk9j39JM6W7UDj3o9r+hhmnmwoK7iE8y61nSxWneiN+PiR4dkc19oJLk6lCTZd2++zmBGJEHEcvpLOEG2BlciHHCOHDBnCnDlzWLFiBSeccAIPPPAAX/nKV1i1ahVnnXUWkUgEgBEjRrB+/XqAo3Lv09x+++386le/OpzX3iZVVlb+w7Vischpp53G888/DzT+14B4PE4gEOCUU07h4Ycfpk+fPgwYMIC7775bsyJFREREREREpE3Lbd1Kw7PPUv/Ky5hU4yEr2QDMH2ZYMsjQf7eLz4F3hljkA96JkAHX5ZJkimvtJMPz+ebrq8qCrCgLMjiX59pEkpZ8Rw55mfaQIUO46qqrOPXUU6mqqmLJkiXceeed2LZNv379mh9njMHn89HQ0HBU7n2an//858Tj8eb/7dy585DfhLZu7NixbN++naVLl+Lz+Xj++ee55JJLcF2XYcOGsXr1agYMGMCAAQNYvnx58+xWEREREREREZG2wi2VSMydy9abx7Pl0stoeHoiJpWhthr+cpHFH68w1HWAvN8wabTFomHeCZFdikX+oz7GzB27+O3+eobn8+SBN6IRnqko57hSiXF2krNy+RYNkXAYMyMXL17M66+/zpIlSxgyZAi33347l112GRdeeCFlZWUfe2woFCKdTuP3+4/4vY+WIv+9srKyf/gar6iqqmLy5Mn84Ac/YO3atQwdOpTJkyfj9/vx+/2cdNJJDBw4kKqqKo477jjFSBERERERERFpM0rxOLGXX6Humadxd+0GwAFW9DfMHmmoSrhYrsvWrhbvDWjp1HYMuS6nNS3FvjCdaY58e3w+ZkYjVJdKjElnCLeyQ6EPOUa+8MILfOc73+GMM84A4De/+Q0PP/wwV111FWvXrv3YYxOJBMFgkI4dOx7xe0dLdVk1QV+QfCn/2Q8+QoK+INVlnxxXP8n555/ffIL5Rz46Zbxv374sWbLkE79u1apVzf+/rq7u8AcqIiIiIiIiInKMZTdupH7iRGKTX8PkCgAkQzB3hGF5f8OgXS6+Esw92aLk806EDDsOlyXTXGcnGFgoNF9/N1TGumCQEdkc37UTLT4D8tMccowsFosfWyadSCRIpVL4/X4WL17cfH3btm3kcjk6duzI6aefzuOPP35E7x0t3cq7MeUbU2jIffpS8COtuqyabuXdjtnziYiIiIiIiIi0Zm6hQGL2bOqeepL8eyuBxgNpth0P00ZZJMIuXRogEzS8evYh7z7YLvQsFLnGTnBlMkml0zg5LW0MM6JhMsbiwnSG07O5z/guLe+QY+Q555zD+PHjueeee+jSpQuPP/44Xbp04Yc//CG/+93veOqpp7jxxhu54447uOiii/D5fJx33nnE4/Ejeu9o6lbeTXFQREREREREROQYK+7fT8OLL7L/2Wdgfz0AJQNLBhvmDjP0OOBiObChl8W7g1rrnL8jz7guZ2WyXGcnOC+TbT78Zaffz9xImC7FIpcl/3ZadltgXPfQFo67rsuvf/1rnnjiCXbv3s2wYcN47LHHGDVqFJMmTeK6666joqKCUqnE/PnzGTp0KMBRuXcobNumQ4cOxOPxfziBOpvNsnXrVvr160coFDrk7ynHln6fRERERERERNov13XJrlrFgYkTsadNwxRLAMQiMOsUw7rehoG7YEfnxv0hHcs7ETLqOFyRSPGdRIJ+hWLz9UXhEJsDfkZlcgw9aIn20WLnXDrckfjEvvZ5HXKM/Cy7du1i2bJlnH322XTu3Pmo3/ssipFtn36fRERERERERNofJ5fDfnMqdU8/SXH9hubrm7rDtFGGkgUdk7Cqn0VNZ+8ESIB++QLX2gm+nkwRbUp2SWOYHo1QAi5KZ+joOMdsPEcjRh7yMu3P0qNHD3r06HHM7omIiIiIiIiISNtRqK2l4bnn2f/i85h4AoC8DxYNMSwcajhhDwSK8N5gQzrknQhpuS7npTNcZycZnc02X98c8PNWOEyvQoErkqkjF/FaWHt5HSIiIiIiIiIi0sq4rkt6yRIOTJxIcs4cjONigP2VMP1Ui81d4cTdYLnw+lkG13gnQlaWSlyZSHFNIkHPpiXqJWBhOMyOgI+z0lm+ZydadpBHgWKkiIiIiIiIiIgcUU4qRXzyZOqeforSlm1A46nYa/oYZpxqCBZcyrMu+zpYrO3nnQAJMDCX5zo7wdhUmlDTUuyYZTE9GsHnunwlneb8zBHZVbFVUow8SKG2lmJDwzF7Pn91NYHu3Y/Z84mIiIiIiIiIHE25rVtpePZZ6l95GZPKAJANwPzhhncGGwbucgkWYOkgi1zQOxHS77qMSaW51k4yKpdrvv5+MMCSUIj++TxXJ5LNp2W3Z4qRTQq1tWy+5FLcfP6YPacJBjlx2lQFSRERERERERFps9xSieSCBRyYOJHMoreBxlmQtdUwfZTFro7Qdx+4wKTRFnhoKXanUomr7CRXJ5J0KTUuxS4AcyNh9vr8nJtOM64dLsX+ZxQjmxQbGo5piARw83mKDQ1HPUb27duXCRMmcP755x/V5xERERERERER7yjF48RefoW6Z57G3bUbAAdY0d8w82RDh5RLsOiy6ziL1Sd6J0ACDM/muM5OcHEqTaDp2n6fxYxIhIjj8JV0pvm0bK9RjBQRERERERERkUOW3bCB+meeJTZ5EiZXACAZgjkjDcv6GwbXuITy8NYwi4LfOxEy6LhcnEpxrZ1k+EET3laVBVlRFuSkXJ5rE0m88458Mi8sRW83xo0bx//7f/+PiRMnMmjQIO6//34A3n33Xc4880w6dOjAlVdeSTweB+CSSy7BGMP27du54IILMMZwxx13APzDTMlt27ZhDpomff755zNhwgTuvvtu+vTpw+TJkz/2dY899hhdunTh+OOP569//esxegdEREREREREpCW4hQL21Klsue46tn7jm8RfegmTK7DteHj4Uos/fc0Qi0DRZ5g02uLtod4JkV2KRf6jPsaMnbv47f56hufz5IA3ohGeqSjnuFKJcXaSM3N5z4dI0MzINmf69OnMmDGDu+++m5EjRxKLxbj00kv54Q9/yEsvvcS//Mu/8NOf/pTHH3+cl19+mUKhwIgRI3jwwQf50pe+RDgcPuTneuSRR+jUqROPPfYYp556avP1devW8fLLL/PWW2/x2GOP8ZOf/ISrrrrqaLxcEREREREREWlBxbo6Gl56if3PPQt1BxqvWbB0kGHOCEO3ehdfCbZ0s1gxwEOpzXU5LZvjWjvBhelMc2Db7fMxOxqhulRiTDrTfFq2/I1iZBuzZcsWNm3aRIcOHQCYOHEigUCAX/7ylxhj+PGPf8wNN9wAQDQaBcCyLMrLy6mqqjqs50omkyxYsIBAIPAP15988km6dOnCLbfcwh/+8Icv/sJEREREREREpFVwXZfsqlUcmDgRe9o0TLHx4JVYFGaebFjTt3EpdlkBZp1iUfJ5J0KGHYexyTTX2gkGFgrN15eGylgfDDIim+N6O6EZkP+EYmQbc+ONNzaHSIBdu3ZRV1dHdXU1AI7jkEgkyGazhEKhQ/6+6XT6H67ddttt/xAiAU466SS6dOkCQDAYPNyXICIiIiIiIiKtkJPLYb85lf1PP0lh/Qag8VTsjT1g+qmGXACOj0G6zDDpbG/t/NezUOQ7doJvJpNUOo2zHdPGMCMaJmMsxqQznJHNtfAo2wbFyDbmo9mOH+nZsyennXYazz//PND4Xy/i8fjHIqJlWbh/Ny3YGEOp6Uh5gGXLln3mc32ksrLyc49fRERERERERFqXQm0tDc89z4EXn4d4AoC8DxYNMcwfZjhhDwSLsOJEw7uDvDPnz7guozNZrrMTnJvJNh+8ssPvZ14kTJdikcuSaTRN6/AoRrZxY8eO5b/+679YunQpo0ePZuLEidx7773U1NQ0P6Z///5MmzaNwYMHs379esaMGUPPnj1Zt24dDQ0N5PN57rzzzhZ8FSIiIiIiIiJyLLmuS3rJEg5MnEhyzhxM02y/ukqYcarFpu4wsBbKivDGGQbX8k6EjDoOVyRSfCeRoF+h2Hx9UTjEhwE/p2Vy3GgnWnCEbZtiZBtXVVXF5MmT+cEPfsDatWsZOnQokydPxu//22/tnXfeyQ033MC9997LGWecwZgxY7jgggu45JJLGD58ON27d+c3v/kNV1xxRQu+EhERERERERE52lzXJTl3LrvvuZvSB5uBxqXYq/saZpxi8JVcqlIusXKL10Z7J0AC9MsXuM5OcHkyRbRphWnCGKZHIzjARekM52SyLTvIdsC4f79+t52wbZsOHToQj8f/YVlxNptl69at9OvXr3lfxUJtLZsvuRQ3nz9mYzTBICdOm0qge/dj9pxtySf9PomIiIiIiIjI55Nevpzdf/g9+ZWrAcgGYP5ww6KTDAN2gR2BpYMNmTJvRcgehSLfb4gxNpVuXor9YSDAonCIXoUC52Wynp3NZ+dcOtyR+MS+9nl59b38B4Hu3Tlx2lSKDQ3H7Dn91dUKkSIiIiIiIiJyVGU3bmLPXX8gs+AtAHJ+ePN0w+q+hhN3g68Er59lwHgrQlaXSvxLLM41dpKPTt6YGw6zI+BjdDrL97QU+6hQjDxIoHt3xUERERERERERaRfyNTXsu+9e7NenYFwoGZhzsuHtQYbBNS4N5YbJHluKDRBxHG6MJxgXt5uXY78TKmNDMMjXkykuyDgtPML2TTFSRERERERERKQdKR44QN3DD9Pw3HOYYgkDvH2SYebJhqE7IFNmePlc6zO/T3sTcF2utpP8SyxOJ6cxOK4NBngnHOaSVIrR2VwLj9AbPB0j2+l2me2Gfn9EREREREREDl0pmeLAX56g7ok/Y2VyzQfTvHam4aQaF1x48TzvRUjjuoxNpfl+Q4yexRIA2/x+ZkQjfDmd5ta43cIj9BZPxkifzwdAPp8nHA638Gjk06TTaQACgcBnPFJERERERETEu5x8ntjzL7DnwfsxMRsL2NwV/nqOxQl7XMoK8OK5luf2hMR1OTeT5UcNMQblCwDs8/l4rTzKqdks/6II2SI8GSP9fj+RSIS6ujoCgQCW5b3/KtCaua5LOp1m3759VFVVNcdjEREREREREfkbt1TCnjKF2j/eDbv3YYDaanjpXIvqhEs4By9/ycKxPBYhgRHZHD9uiHFa09Jr2zK8Wl5O70KBW+I23ntHWg9PxkhjDN26dWPr1q1s3769pYcjn6KqqoquXbu29DBEREREREREWhXXdUnOm0ftXX/A+XArAPXl8PI5BhcI52H6KItCwHvJrV++wI8aYoxJZwDIAa9WlFPuOHzXTqDpTi3PkzESIBgMMmDAAPL5fEsPRT5BIBDQjEgRERERERGRv5N+bwW1f7iDworVAKTKYNJoi/0VLpUZmD/cIh3yXoTsUizy/YY4X0+m8AEl4I3yCDkM30imCOlcilbDszESwLIsQqFQSw9DREREREREROSfym7axO677yI7bwEAeT9MPc2wsTt0r3dZ29ciXu69CNmhVOKWmM21iQRlTb1xTiTMLr+PK5IpKh1FyNbG0zFSRERERERERKQ1K+zaxZ777iUx+XWMCyUDc0calg4w9N/tsuN4i2WDvBchw47D9XaC8TGbiqZZj++WlbG6LMjXUykuTDstPEL5NIqRIiIiIiIiIiKtTLGhgbqHHqL+2WexiiUMsHiQYfZIw+CdLvUVhr/2996BvH7X5cpEktticTqXGoPjhmCAhaEwX02luDmXa+ERymdRjBQRERERERERaSWcVIoDE55k3+OPYmVyWMDaPoYppxsG7XLJBg0vnO+9CGlcl6+m0vxHQ5w+xSIANX4fb0ajnJNOc6ttt/AI5VApRoqIiIiIiIiItDA3n6fhxZfY/cB9WA02FrClC7xytsUJux1KluG5L1tgvLcke3Qmw4/q4wxtOoT4gGUxqSLKsGyOf4krQrY1ipEiIiIiIiIiIi3EdRzsN95g1z13Ymr3YQF7quDlcwydbLAceOHLPlzLexFySC7Hj+tjnJVtXHqdMoaXK8rpXigwPp7Ae+9I+6AYKSIiIiIiIiJyjLmuS2rhQmr+8DvcD7ZggIYovHK2wbhgXMNrow0ln/eSW59Cgf9oiHNxKg1AHnitIkrQgWvtBIGWHZ58QYqRIiIiIiIiIiLHUGblSmp+fwfF91YBkC6D1840NEShrGiYO9KQC3ovQnYuFvm3mM03E0n8gANMjUZIWBZXJFOEm07NlrZNMVJERERERERE5BjIffghtXfdSXbufADyPpg+yrC5K3RKwLKBFsmI9yJkRclhfNzmejvRHBwXhENsCwS4Ipmig+O08AjlSFKMFBERERERERE5igq7d7P73j+SfO11jOviGJg33LD8REOv/S4belnUV3ovQpY5DtfaSW6J283BcUVZkPdCZYxNpjkvk23hEcrRoBgpIiIiIiIiInIUFBsaqHvkYeqfeQarUMIASwYaFgwznLjbpaaz4d3BVksP85jzuS5fT6b494Y4XUslAD4IBJgXCTEmlebmeKKFRyhHk2KkiIiIiIiIiMgR5KTTHHjySfY99ihWOosFrOsNU0dZ9K912V9peHeQ9yIkrsuYdIYfNsQ4oVAEYLfPx5TyKGdmMtyqCOkJipEiIiIiIiIiIkeAWyjQ8OJL7L7/XqwGGwvYdjxMOsvihN0OyRA8e6GvpYfZIk7LZPnPhhgjc3kAGiyLVyuiDMrluSVu471F6t6lGCkiIiIiIiIi8gW4joP95lR23fMHzK69WMCeKnh1tKFLzCUXgIljfGC8l9wG5fL8Z0OMLzXt/5g2hlcrohxXLDEunsCD80M9TzFSRERERERERORzcF2X1FuL2PmH22HTFgwQi8Ck0YZAEQp+w4vnWTiW9yJkz0KRHzTEGJtKA1AAXi+PYlyXb9tJAi07PGlBipEiIiIiIiIiIocps2oVO39/O6XlqwBIB+H1MwyJMJR8hpmnGgp+70XITqUS/xKLc/VBwXF6JMwBn49vJFNEXLdFxyctTzFSREREREREROQQ5bZsoebO35OfMx+Agg+mn2rYcRxE87BwmEUm5L0IGXUcxsVtbownmoPjolCITUE/VyTTdHScFh6htBaKkSIiIiIiIiIin6GwZw+77/sjyVcnY1wXx8D8YYa1faFzHFYMsIhHvRchA67LNXaCW2N2c3BcEwyyJFTGZek052SzLTxCaW0UI0VEREREREREPkUpFmPvIw/TMPEZrEIRA7w7wPDWSYbedS4belosHOa9CGm5LmOTKb4fi9OjWAJga8DPrHCEL6fT3GInWniE0lopRoqIiIiIiIiI/B0nk2H/k0+y77FH8KWyWMD6XjDjFIsT9rjs7Gx4Z6gHz4J2Xc7LZPnP+hgDCgUA9vp8vF4e4dRMjlttu4UHKK2dYqSIiIiIiIiISBO3UKDhr3+l9k9/xFdv4wO2d4YpZ1j03eOwv4PhbS9GSODkbI7/rI8xKpcDwLYMr5SXc0K+wM3xBN6bHyqfh2KkiIiIiIiIiHie6zgkpk9nx12/w1ezFx+wrwNMOsvQ/YBLLApPfsUHxnvJrX8+zw8b4lyQzgCQNYZXy6N0cBxusBP4Wnh80rYoRoqIiIiIiIiIpyUXLWLH73+L2bgFHxCPwGtnGsJ5SIQNT19k4XowQnYrFPl+LM7lyRQWUATeiEYpGPhWIkmwpQcobZJipIiIiIiIiIh4UmbNWnb8/v9w3l2JATJBeON0QzoIyZBh6umGks97EbKqVOJfYjbX2Inm4DgrEmaPz8c3kinKXbdFxydtm2KkiIiIiIiIiHhKbutWdt75Owqz5wNQtGDGqYbaavA5hjknG3JB70XIsONwYzzBuLjdHByXhspYFwxyeTLFcY7TwiOU9kAxUkREREREREQ8obB3L7X33UPy1clYjosDLBxmWN8LOqTg7SEWyYj3IqTfdbkqkeRfY3GOKzUGx/XBAIvCIS5Jpjkjm2vhEUp7ohgpIiIiIiIiIu1aKR5nzyMP0fD0RHyFEhawvL/hnUGGbvUOq07wUV/pvQhpXJdLUmn+oyFOr2IRgB1+P9OjEc5Np7k1nmjhEUp7pBgpIiIiIiIiIu1Ssa6OvROeoOG55/Clc/iADT1g9kiL3vtdNvUwLBjhwTTiunwpk+U/GmIMyRcA2O+zmFRezsnZLLfG7RYeoLRnHvwTJyIiIiIiIiLtWX7nTvY8+jCJSa9hFUr4gB2dYeooi977HLYfb5g/0mrpYR5zluvylVSa8XG7OUImjeGVinJ6FQrcHLfx3vxQOdYUI0VERERERESkXchu3ETtw38iM302luNiAZu6w5wRFr3rHGqrYfYp3kshQcflimSScfEEvZuWY6eNYUo0Sth1uM5OKBDJMaN/1kRERERERESkTUu/9x41D9xHadESACxgZT/DopMMvescdh1nmOPBCFnuOHzbTnKDbTcfTBOzLKaUR6kulfhmMkmghcco3uO9P4kiIiIiIiIi0ua5rktq4UJ2PnAvrFoPgAMsGWxYcYKhW73L1q6G+SO9lz46FUt8105wjZ2gwnUB2O3zMS0aoW+hwHV2Au8tUpfWwnt/IkVERERERESkzXKLRezp06l56D6sD3cAULRg/nDDh92h2ob1vQ3zPLgnZM9CgXHxBN9IJilrbJBsDviZHwkzIptjnJ3QnpDS4hQjRURERERERKTVc3I5Yq++Su2jD+KrrcMCsgGYdbJhdzVEcrC8v0Ws3Hu5bWAuz81xm4tTaXxN11YHgywLlTE6k2F8PNGi4xM5mGKkiIiIiIiIiLRapWSK+ueeZc9fHsdfb+MD7DBMP9WQLgPHgreHWKTCHouQrsuobI6b4zbnZrLNlxeFQ3wY8HNBKsN4WxFSWh/FSBERERERERFpdYr19dQ9OYH9E5/Gn8riB/ZXwPRRBsuBWNSwaKghH/BWhDSuy5fTGW6O25ycywNQAmZGwuz3+bg4neacg+KkSGujGCkiIiIiIiIirUahtpY9jz9K/K8v48sX8QO7OjbOhKxKuuyrNCwdbCj5vBUh/a7LZckUN8UT9C8UAMgBb5ZHyWO4NJ2i0nFbdpAih0AxUkRERERERERaXO7DD6l9+AHSU6djlVx8wOauMHukRY/9DnurDNNPs3CNtyJk2HG4MpHke/EE3UolABLG8EZ5lIjjcGkqTchVhJS2QzFSRERERERERFpMZvVqah68j+K8RQBYwJo+hreGGnruc9jVCWad4gOPRcgOpRLX2kmusxNUOw4A+30Wb0ajdCsWuSqRVNSRNkn/3IqIiIiIiIjIMeW6Lqm336bmwftwl69uvr5koGF5f0P3Ay5bjzfMHem9bNGlWOR78QTfSiSJNM143On3MysSZmA+zw12Am9lWWlvvPenWkRERERERERahFsqkZg1m50P3ou1cQsARQveGmp4vyd0jsOGnoZ5I60WHumx1y9fYHzcZmwyRaDp2vvBAItDIU7JZrlJJ2NLO6EYKSIiIiIiIiJHlZvPE5s8mV2PPIBv5x4sIOeH2SMNNcdBeQZWnWBRX+m9OX/DsznGx20uTGf4KMG+GypjbTDAeemMIqS0O4qRIiIiIiIiInJUOKkU9S++yO7HH8F/II4PSIZgximGeAQMsHiwRTLisQjpuozOZLk5bnNmNtd8eW44TE3Ax0WpDKcfdF2kPVGMFBEREREREZEjqhSLUff0U9Q9NQF/IoMfqC+H6acaHAOJiGHREEMu6K0IabkuX0mlGR+3GZIvAFAApkcjJCyLS1JpLsg4LTtIkaNMMVJEREREREREjojC3r3s/fNjxF54EV+ugB/YUwXTRhnKM1DXwfDOSYaSz1sRMui4XJFMMi6eoHexCEDaGN6IRrCAS1Pp5sNqRNo7xUgRERERERER+UJyW7ey+9GHSE1+A6vk4AO2HQ8zTzZ0q3fZ18Ew9TSDa3krQpY7Dt+2k9xg2xxXapzxGLMsppRHqS6V+MZBh9WIeIVipIiIiIiIiIh8Lpl169j14J/Iz5mPccEC1veC+cMsetU51HY0zDzVAuOtCNmpWOK7doJr7AQVTTMed/t8TItG6FsocJ2dwHvnhYs0UowUERERERERkUPmui7ppe+y88F7cZe8BzQeRLO8v2HJQEOP/S7bjzfMPdl7yaFnocC4eIJvJJOUNa263hzwMz8SZkQ2xzg7gbeyrMg/8t7fDCIiIiIiIiJy2FzHITl3LjsfuBez/gMASgbeHmJY2xuOj8GmHoZ5I703529gLs/NcZuLU2l8TddWB4MsC5UxOpNhfDzRouMTaU0UI0VERERERETkU7mFAvEpb1Dz8J/wba/FAHkfzB1h2HY8VKZhdT+LAx08NufPdRmVzXFz3ObcTLb58qJwiA8Dfi5IZRhvK0KK/D3FSBERERERERH5B04mQ8PLf6X20Yfx76vHB6TLYMYphgMVECjC0sEWiYi3IqRxXb6cznBz3ObkXB6AEjArEqbO5+PidJpzDoqTIvJxipEiIiIiIiIi0qxk2+x/ZiL7JjyBP57CD8QiMH2UIe+DbNCwcJghW+atCOl3XS5NphgfT9C/UAAgB7xZHiWP4dJ0ikrHbdlBirQBipEiIiIiIiIiQrGujr1P/JmG55/Dl8njB/Z1gGmjDOEc7OtgeOckQ9HvrQgZdhyuTCT5XjxBt1IJgIQxvFEeJeI4XJpKE3IVIUUOlWKkiIiIiIiIiIfld+xg96MPk3htMr5CCR+w4ziYeYrh+JjL3g6GZQMNruWtCNmhVOJaO8l1doJqxwFgv8/izWiUbsUiVyWSiioin4P+3IiIiIiIiIh4UHbjRnY9+CdyM+ZgXBcfsLEHzBtu0bPOobajYfooC4y3ImSXYpHvxRN8K5Ek0jTjcaffz6xImIH5PDfYCbz1jogcWYqRIiIiIiIiIh6SXr6cnQ/eh7NoKQAGWHGCYfEgQ8/9Djs6G2af4r1c0C9fYHzcZmwyRaDp2vvBAItDIU7JZrlJJ2OLHBHe+9tFRERERERExGNc1yW1YAE7H7gXVr8PgGNg8WDDyn6Grg0uH3Q3zD3Ze5lgeDbH+LjNhekMVtO1d0NlrA0GOC+dUYQUOcK897eMiIiIiIiIiEe4xSL2tGnsfOg+fJt3AlDwwfzhhs1doSoJ6/oY5o20PuM7tTOuy+hMlpvjNmdmc82X54bD1AR8XJTKcPpB10XkyFGMFBEREREREWlnnFyO2CuvsOvRB/Hv3o8PyAZg5smGfVUQLMCygRbxqLd2P7Rcl6+k0oyP2wzJFwAoANOjERKWxSWpNBdknJYdpEg7pxgpIiIiIiIi0k44uRz7n5nI3scewd+QwA/YYZh+qiEThILPsGCYIRPyVoQMOi5fT6a4KW7Tu1gEIG0Mb0QjWMClqXTzYTUicnQpRoqIiIiIiIi0cW6pROy1SdTccyf+uhh+YH8FTBtl8JegvsKwaIihEPBWhPS5LlckU/x7Q5wupRIAMctiSnmU6lKJbxx0WI2IHBuKkSIiIiIiIiJtlOu6JOfNY/vvfoNvWy1+4EAFTDndUJly2dfBsHSwwbG8FSFxXS5MZ/hRQ4wTCo0zIff4fEyNRuhbKHCdncBju2SKtBqKkSIiIiIiIiJtUPq9FWy749eY1RvwAclQY4QMFlz2VhneOMMC47EICYzKZPlxQ4yRuTwADZbFqxVRBuXyjLMTeO8dEWldFCNFRERERERE2pDchx+y7fe/xVnwDgbI+2HaqYZkCBoqDAuHWd6bCQkMzOf5UX2M8zJZADLG8EpFlOOKJcbFNRNSpLVQjBQRERERERFpAwq7d7Pzj3eSmfwmlguOgbkjDDuOAzDMPsWQ99iekADdCkW+H4tzeTKFBRSB18ujOLh8205qT0iRVkYxUkRERERERKQVK8Vi1D78APFnnsNXKGEBSwYaVveDijQsGG6RCnsvQlaVStwas/mOnSDYdG1mJMw+n49vJFNEdTq2SKukGCkiIiIiIiLSCjmZDHVPPcm+Rx/Gn8rhA9b3goVDLbo2OCzv76O+0nsRMuw43BBPMC5uU9EUHJeEylgfDHJ5MsVxjtPCIxSRf+Zzb5nw3//931x++eXNv167di2nn3461dXV/OxnP8M96L9AHI17IiIiIiIiIu2RWyxy4MUXWDvmy9Tfcy/+VI7tneGxr1ps6wzv9zI8c6HfcyHS77p8207wRk0t/xGLU+G6vB8M8FiHCroXitxkJxQiRdqAzxUj165dy4MPPsgf//hHAHK5HJdffjmjRo1i2bJlrF+/ngkTJhy1eyIiIiIiIiLtjeu62DNmsubSi9j3//t/BOoT1FXChAsNm7rD1q6GCRf7qT3OWxHSuC4XJ1NMqtnNLw800LnkUOP38ViHSnBdbo0n6FUqtfQwReQQGfcwpxu6rsuXvvQlxowZw69//WsAJk2axPjx46mpqSESibBq1Sq+//3v89Zbbx2Ve58kl8uRy+Waf23bNr169SIej1NZWfkF3iIRERERERGRoyv97rtsuf3X+NZ/CIAdhjdON1SmXVacaLG6nwHjrQgJcGYmy3/WxxiWzwNwwLKYVBFleDbHGbl8C49OpP2zcy4d7kgc0b522HtGPvbYY6xcuZJbbrmFKVOmcPHFF7Nq1SrOOussIpEIACNGjGD9+vUAR+XeJ7n99tv51a9+dbgvR0RERERERKTFZDduZOsd/wvvLMcHZAMwbZShaMHeKsOksy1cD0bIwbk8/9kQ45xMFoCUMbxSUU63QoHx8QTee0dE2o/DipHJZJJf/OIXDBgwgJqaGp5++mn+7//+j7PPPpt+/fo1P84Yg8/no6GhAdu2j/i96urqfxjbz3/+c37yk580//qjmZEiIiIiIiIirU2+Zhc77r6D/NRZGBdKBuaMNOypgmyZYe4IQ9HvveTWs1DgPxriXJZKA1AAXiuPEnBdvmMnCLTs8ETkCDisGPnKK6+QSqWYM2cOHTt25Oc//znDhw/niSee4KabbvrYY0OhEOl0Gr/fT1lZ2RG990kxsqys7B8eLyIiIiIiItKaFBsa2HX/H0m88Fd8RQcDvDPY8H5PKCvAzFMtsmXei5CdSiX+tSHOVYlkc3CcFgnT4PNxRTJFRAfairQbhxUja2pqOPPMM+nYsWPjF/v9jBgxgm3btlFXV/exxyYSCYLBIB07dmTt2rVH9J6IiIiIiIhIW+Kk0+x54nEO/PnP+DN5fMCaPoYlA6FjEt4eYmFHvRchI47DuLjN9+KJ5uC4KBTiw6CfryfTVOt0bJF257BO0+7VqxeZTOZj17Zv385dd93F4sWLm69t27aNXC5Hx44dOf3004/4PREREREREZG2wC0U2P/MRNaO+TLx+x/Cn8mztQs8/hWLnZ1cVp5o8fz5Ps+FyIDrcl08wZs7a/m3mE3EdVkTDPLnygr6FQt8z04qRIq0U4cVI8eOHcv777/Pww8/TE1NDffddx8rV67kq1/9KvF4nKeeegqAO+64g4suugifz8d55513xO+JiIiIiIiItGau6xJ7803WXHwhdf/7fwQakuytggljDB92hQ29DBMu9rOv2lsR0rguY5MpJtfU8vP6Bjo5DlsDfh7tUEmZ43CznaB7sdTSwxSRo8i47uFtvLB48WJ++tOfsmLFCrp27crdd9/NN77xDSZNmsR1111HRUUFpVKJ+fPnM3ToUICjcu+z2LZNhw4djujR4yIiIiIiIiKfJfn222z93a/xb9wOQDwCb5xm6Bx3WTjMx4be3gqQALgu52Sy/GdDjMH5AgD7fD4mR6Ocks0yKp9v4QGKyCexcy4d7kgc0b522DHyn9m1axfLli3j7LPPpnPnzkf93j+jGCkiIiIiIiLHUnb9ejbf/iusd1cDkAnCtFMNPtfl/Z4WywcYMN4LkcNyOX5cH+OMbA6AhDG8UlFO70KB8zNZvPeOiLQdrT5GtiaKkSIiIiIiInIs5HfsYOudv8WZMR+AogWzTjbYEairNCwcbnAs7yW3PoUCP6yP8dV049kTeeDVinKijsMlqfThnagrIi3iaMRI/dkXERERERER+RyK+/ez4093k3lpEpbTOM/nrSGGbV2gZGDGqRaFgPciZOdikX+L2XwzkcQPOMCb0Qhpy3BFMkWofc6JEpFDpBgpIiIiIiIichhKyRS1jz1EbMKT+HNFLGBlP8PKEyCahdkjLVJh70XIipLDTXGb79oJwk3BcUE4xLZAgCuSSTo4ipAiohgpIiIiIiIickjcfJ59zz3D3gf+RMDO4Ac+7AoLh1kcF3d45yQfDRXei5BBx+U7iQS3xmyqHAeAFWVB3guVMTaZ5rxMtoVHKCKtiWKkiIiIiIiIyD/hOg4NU15n512/I7i3gQBQWw0zT7HodsBhxQmGPZ289/Hacl0uT6b4fkOcbqUSAB8GAsyNhBiTSnNzPNHCIxSR1sh7f1uKiIiIiIiIHALXdUkuXMiW3/0vwc01BIGGKEw9zdDtgMv7vQxvnOnBj9Wuy5czGX5UH2dAoQDAHp+P18ujnJ7JcKsipIj8Ex78W1NERERERETkn8usWcOHv/0f/CveJwiky2DqqYZIzmVzN8Ok0RYY7y3JPjmb48f1MU7N5QCIWxavlkfpn89zS9zGe++IiBwuxUgRERERERGRJrmtW9ny+/+Fue/gBwo+mHmyIRuEHZ0Ni4dYuB6MkCfm8/yoIc4F6QwAWWN4tTxKleNwg53A18LjE5G2QzFSREREREREPK+wbx/b/vh78pPexHJcHGDhMMPuakiEDXNONpR83ouQXYpFvt8Q5+vJFD6gBEyJRskbuDKZpEwHZIvIYVKMFBEREREREc8qJRLUPPwn7KefxZ8vYQHL+xvW9wJ/Cd483SIX9F6ErCyVuCVuc52daA6OsyNhdvt8XJFMUeGqQorI56MYKSIiIiIiIp7j5HLsfXoCdQ8/RCCZww9s7AFLBhk6pGDeCItExHsRMuQ4XG8nGB+3qXQag+OysjJWlwW5PJViTMlp4RGKSFunGCkiIiIiIiKe4ZZKHJj0KjX3/IGy/TYBoKYTzB1h0aXBYckgi7oq70VIn+vyjUSKf4vF6VIqAbApEGB+OMxXUynGNx1YIyLyRSlGioiIiIiISLvnui723Dls/d1vKNu+hzLgQAXMONXQ7YDLyhMMO4/34Edk12VMOsOPGmL0KxQB2OX38UY0wjnpLLfadgsPUETaGw/+TSsiIiIiIiJeknrvPTb/9n8IrP2QMiAZgumnGqqSLu/3tHj1bO/NhAQ4LZPlPxtijMzlAWiwLF6pKGdILset8QTefFdE5GhTjBQREREREZF2Kbd5Mx/e8Sushe8SAPJ+mHmyAVw+6GZ4b4AFxnvJbWAuz382xDg3kwUgbQyvVETpUixxU9zGauHxiUj7phgpIiIiIiIi7Uphzx623HU7xSkzsFxwDMwfZqgvh73VhvnDLVzLexGye6HIDxpijE2lsYAC8Hp5FFyXa+wkgZYeoIh4gmKkiIiIiIiItAulWIztD/6R1HMv4S84WMDSAbC5m6Hog2mjLAoB70XI6lKJW2M219gJgk3XZkTC1Pl8fCOZIuq6LTo+EfEWxUgRERERERFp05xsltoJj1P/6GME0nn8wPpesOIEQygP00dZpEPei5Bhx+HGeIJxcZvypuC4OFTG+8EgX0+m6OQ4LTxCEfEixUgRERERERFpk5x0mrq/vsjuhx+grL5xmfGOzrBgqEWnuMOC4RYNFd6LkH7X5VuJJLfF4hxXagyO64MB3g6HuDiV5qxsroVHKCJephgpIiIiIiIibUph3z5qn3yc2AsvEkzmKAPqKmH2SEOXBpelAw17Onnv426543BlIsn18QTdSyUAdvj9TItGOC+d5pZ4ooVHKCKiGCkiIiIiIiJtRHbTJrY9ch/F6XPxFR2CwJ4qWDjM0PWAy4oTLbZ2895MyG6FItfbCb6VSDYvx97vs5hUXs7IbJZ/idstPEIRkb9RjBQREREREZFWy3VdUosWseXhPxJYtg4AH7ChByzvb3F8zGHFCRYfnuu9CDksl+PGeIKvpNLNH+43B/wsDIfpn89zc9zGe++KiLR2ipEiIiIiIiLS6jj5PA2TJ7Pz8Qco27aHAOAYWDoQNnc1lGfhnZMM+6q99bHWcl3OT2e4MZ5gVO5vez8uDpWxMRjgrEyWcbaWY4tI6+Wtv7VFRERERESkVSvFYux59in2P/0UwYYUZUA2AAuGGeKRxv8/52SLVNhbc/7CjsMVyRTfjSfoUywCUABmRCPELIuvpDM6mEZE2gTFSBEREREREWlx+R072PH4g2QmTcGfLxEE6sth7ghDsOCyrYvh7SGGks9bEbJzsci1dpJvJ5J0cBpPxo5bFlOjEUKOw1fTGSJN+0SKiLQFipEiIiIiIiLSYtLvrWDrI3/ELFiKcRs/pG47Ht4ebOha77K2t2FdXwuMtyLkwFyeG+0ElyVTBJqu7fD7mRsJ07tQ4OpEEl+LjlBE5PNRjBQREREREZFjyi0Wic+YwfbH/kTw/W1YTddXnGBY1xuqEy7LBljUHO+tAInr8qVMlu/F7Y8tuV5eVsbqsiCnZbJ8T/tBikgbpxgpIiIiIiIix4STSlH30gvs/stjlO2NEQQKPnhriGFPNfgcWDDcIlburQgZdFy+lkpxQzxB/0IBgCIwJxJmr9/HmHSGUbb2gxSR9kExUkRERERERI6qwt697PrLY9gvvkQgnacMsMMwb7ih6IMDFYYFww25oLciZHWpxDV2ku/YCTo17QeZNIY3o1EsXC5OpanQfpAi0s4oRoqIiIiIiMhRkd2wgW0P30dpxjwsxyUA1FY3noxdnXTZ0NOwfIDBtbwVIfvlC9xgJ7g8mSLUFBtrfT5mRiN0Lxa5MpnUh3URabf095uIiIiIiIgcMa7rklywgG2P3If/vfUAWMD6XvDeiRadYw6r+1l82MNbARLX5YxsjhvjNl/OZJsvrw0GWBYKMTyb40Y7gcfeFRHxIMVIERERERER+cKcXI6G1yax8/GHKNuxFz9QMrBksGFLFyjPwuLBhn3V3voY6nddLkmmudG2OSnfuB+kA8wPh9kZ8PHlVIZxOpRGRDzEWz8FRERERERE5IgqNjSwZ+IEDkycSDCepgxIB2H+cIMdhlwA5o60SIW9NeevsuRwVSLJdXaCLqUSAGljmBaNUAAuSWe4IOO07CBFRFqAYqSIiIiIiIgcttzWrex8/EEyr0/Fny8RBPZXwNwRhrK8y7auhndOMpR83oqQPQtFvmvbfDORItK0H2Sdz2J6NErHUomvJVMEW3iMIiItSTFSREREREREDonrumSWLWPrI/dhFi3DuI0fKrd0hbcHG7rVu6zvZVjX1wLjrQg5Mpvje3GbC9MZfE3XNgYDvB0OcVI2x/XaD1JEBFCMFBERERERkc/gFovEpk1lx6P3E9y0A6vp+vL+hvW9oDrh8t6JFjWjvZXbfK7LmHSGG+M2I3P55uuLwiE+CAT4UjrDTXHtBykicjDFSBEREREREflEpWSSuheeY++EPxOsixME8n5YMNSwtwp8DiwcZhEr91aEjDgOVyaSXG8n6Fls3A8yD0yLRkhZFl9JpTnnoBOzRUTkbxQjRURERERE5GMKu3ez64lHSfz1FfyZPEEgHmncD7Jk4EClYeEwQy7orQjZpVjkejvBVXaSiqb9IOsti6nRCBWOw1fTGUJN10VE5JMpRoqIiIiIiAgAmbXr2P7IfZRmL8RyXPxATafGmZCdEi6buhuWDzC4lrci5JBcnhvjNl9NpQk0Xdsa8DMvEmZALs+1iWTz0nUREfnnFCNFREREREQ8zHUckvPms+2Re/Gv2giABaztY3jvREPnBoe1fS0+7OGtAGlcly+nM9xoJzg9m2u+vjRUxrpgkLMy2g9SROTzUIwUERERERHxICebpf7VV9n154cI1tThB4oWvHOSYevxUJ6FpQMN+6q99bEx5Dhcnkxxg52gX6EIQAGYFY1Qb1mMSWc446A4KSIih8dbP1VEREREREQ8rnjgAHue+gv1zz5LIJEhCKTLYO5wQzIM2QDMG2GRCntrJmSnYolrEwm+bSepdhwAbMvwZjRK0HW4JJUhov0gRUS+MMVIERERERERD8ht3szORx8g+8Z0fEWHALCvQ+OhNOGcy7YuhndOMpR83oqQ/fN5bownGJtMEWy6VuP3MSsSoXehwNWJJL4WHaGISPuiGCkiIiIiItJOua5LeslStj1yH9Y77wHgAz7sBu8MNnStd9nQw7CurwXGQxHSdRmdyfI9O8E5mWzz5ZVlQVaWlXFKNss4W/tBiogcDYqRIiIiIiIi7YxbKBB78012PHY/wQ9rsAAHWD7AsL4XdLRdVpxgUXOWhwIkEHBdxiZT3BhPMKBQAKAEzI2E2e3zcUEmowgpInKUKUaKiIiIiIi0EyXbpu75Z9n75F8IHrAJAjk/LBhm2FsFvhIsGmoRK/dWhOxQKnGNneTaRILjSo37QaaMYWo0gmvg4lSaSkf7QYqIHAuKkSIiIiIiIm1cvmYXtX95hMTLk/BnCwSBWBTmjDA4Bg5UGt4aasgFvRUh+xQKfDee4IpkinDT4TN7fD5mRCN0KRa5Ipki0MJjFBHxGsVIERERERGRNiqzejXbH/kTpTlvYbmNH/B2HNc4E7Jz3OXDboblAwyu5aEI6bqcls1xo53gy+kMVtPl9cEAS0MhhuVy3GAn8NA7IiLSqihGioiIiIiItCFuqURizhy2P/on/Gs+AMACVvc1vHei4fgGh/W9LT7s4a3c5nddvpJK8714gqH5fPP1+eEQ2wJ+vpzSfpAiIq2BYqSIiIiIiEgb4ORy1L/yMrsee5Bg7QH8QNGCRUMM246H8iwsG2DYV+2tj3nljsO3EkmujyfoVioBkDWGadEIWQMXpzJ8+aATs0VEpGV566eUiIiIiIhIG1NKJtn3zNPs+8ufCcZSBIFkCOaOMCTLIB+AeSMsUmFvzYTsWCrx3XiC79gJKpr2g9zvs5gWiVDtOFyWbHyvRESkdVGMFBERERERaYWK9fXs/stjNDz7HIFUjiCwvwJmnWwI51y2dTUsHmwo+bwVIbsXioyL23wzmSLUFCE/DARYGA4xKJ/n+kRS+0GKiLRiipEiIiIiIiKtSKG2lppHHyD1ymv48iUCwK6OjTMhuzS4fNjdsLqfBcZbye3EfJ7xcZvLkunmD7Krg0GWhco4O5PhJu0HKSLSJihGioiIiIiItAK5zZvZ8eC95KfOwnJcfMDmrrBoiEWXeocNvSwmj/ZWgAQYns1xS9zmwnSm+do7oTI2BINcmEozXhFSRKRNUYwUERERERFpQZk1a9h2/124C5Zg3MaTsdf0MSzrbzg+5rCyn6HmTI99dHNdRmez3ByzOTObA8AB5kbC7PL7uDiVYXTTdRERaVs89hNNRERERESk5bmuS+qdd9h2/9343lsHgAGWDjS83xOqUrDcgydjG9dlTDrDzTGbYfk8AAVgejRCwjJcmsowxnFadpAiIvKFeOsnm4iIiIiISAtyHYfErNlse+AuAhu34wNKBt4aatjeGUIFeGuoRbzcW8ux/a7L15Ipxsdt+hWKAGSM4Y3yCMaFS1NpIk2H1YiISNumGCkiIiIiInKUuYUCDa9PZudD9xHcuY8AkPfD3OGGA5VQ9MGckRbpkLciZMhxuDKRYlzcplupBIBtGaZEo1Q6Dl9PpAi28BhFROTIUowUERERERE5SpxMhv0vPs/uxx4muN8mCKTKYPZIQy4A9RWGBcMMhYC3ImRlyeE7doLr7QQdm5Zd1/ks3oxG6V4sck0iia+FxygiIkeHYqSIiIiIiMgRVorH2fP0BA48+SSBRIYgEIvCrJMNgYLL1q6GJYMNJZ+3IuRxxRI32DbftpOUNy273un3MysSZmA+z412Am+9IyIi3qMYKSIiIiIicoQU9u2j9s+PYL/wEv5sgQCwtwrmjDB0TLh80M2wsr+Fa7yV3HoWitwUt7kimaSsaevHjcEAi0IhTs1muclOtOwARUTkmFGMFBERERER+YLyO3aw4+E/kZ38Jr6igx/Y3hkWDDN0q3fZ0NPwfm8LPBYhB+bz3ByzuTiVbl52/V5ZkJVlZXwpnWG8IqSIiOcoRoqIiIiIiHxO2Y0b2Xb/3ZRmLcBywQds6AFLBll0aXBY08fi9bO8FSABRmZz3BKLc34m23xtUTjEBwE/YxQhRUQ8TTFSRERERETkMKWXL2fr/XdhvbMCAAtYcYJhdV/oaLss72/Y08ljH7dcl3MyWW6J25yWzQHgALMjYfb4fFySTnPOQXFSRES8yWM/HUVERERERD4f13VJzp/P1vvvJrD2AyzAMbB4sOHDrhDNwTsnWdRXemsmpOW6fCWVZnzcZki+AEABmBqNkrLgslSaDo7bsoMUEZFWQzFSRERERETkn3BLJWJT32THg38kuKWWAFDwwYKhht3VjbMi542wSEa8FSEDrsvlyRQ3xWz6FosApI1hSjSKH4dLUmkiriKkiIh8nGKkiIiIiIjIJ3Dyeepffpldj95PcHc9QSAbaDwZOxGBZJlh3khDLuitCBl2HK5OJLkxnqBLqQRAzLKYUh6lulTim8kkgRYeo4iItF6KkSIiIiIiIgcpJVPse+5p9j3xZ4INSYKAHYbZIw0GqOlkeHuIoej3VoSsLJW4zk5yvZ2gynEA2OvzMTUaoU+hwHV2AquFxygiIq2fYqSIiIiIiAhQbGhg918eo+GZZwmkcgSB/RUw+2RDRdplc3fDuwMMruWtCHl8sciN8QRXJ5LNy663+f3MiYY5KZvne3YCb70jIiLyRShGioiIiIiIpxV272bnow+Qevk1/PkiAWBXR5g33NC13mVjd8PafhYYbyW33oUCN8Vsrkimmpddvx8M8E4oxGnZLOPjiRYdn4iItE2KkSIiIiIi4km5LVvZ/uA95KfOwldy8QObu8Kikyy61jus62Px2tneCpAAg3J5bonbfCWVxtd0bVlZGWvKgpybzjDeVoQUEZHPTzFSREREREQ8JbN2HVvvvxPmL8a44APW9jEsP9HQOe6w4kTDrrO891Hp1GyWW2M2X8pkm68tCIfYEgjwlXSa0+xcC45ORETaC+/9hBUREREREc9xXZfU4sVsvf8u/MvXNe9x+O4Aw/s9oTIDSwYb9nfw2Eck1+W8TJabYzan5hpjYwmYGQlzwOfj4lSa8w6KkyIiIl+Ux37SioiIiIiIl7iOgz17Ntvuv4vgxu34gZKBt4Yadh4HgSIsGG5hR721HNvnunw1leaWmM3AQgGAHPBmeZS8MVyWTFHRdFiNiIjIkaQYKSIiIiIi7Y5bKFA/ZTI7H/oTZTv2EgTyfpg73NBQATk/zDnZIlPmrQgZdFyuSCa5KZ6gV7EIQMoYppRHCToOl6bShBQhRUTkKFKMFBERERGRdsPJZNj/0gvsfuxhgnVxyoBUGcweaSj4oK6DYeFwQ8HvrQgZcRy+bSe50bbpXHIAqLcs3iiP0LlU4spEsvnEbBERkaNJMVJERERERNq8km2z5+kJ7H9yAkE7QxCIRRsjZLDgsrmrYclJBsfyVoSsLpW43k5wrZ2g0mmc8bjb52NaNEK/QoHr7SRWC49RRES8RTFSRERERETarGJdHTV/fpjE8y/hzxYIAnurGpdjd0q4bOxhWHmiBcZbEbJLsci4uM23EinCTcuutwT8zAuHGZ7LMc5O4K13REREWgvFSBERERERaXPyO3ey/eH7yL32Jr6igx/Y0RkWDjV0rXdZ18diYy/v5bZ++QLj4zZjk6nmZddrgwGWhEKclcky3k606PhEREQUI0VEREREpM3IbtzEtgfuojRrIZbj4gM29IClgyyOb3BYcYLFjtHei5BDcnlujsW5KJ1pXna9NFTG2mCQ89NpblaEFBGRVkIxUkREREREWr30eyvYcv+d+N5+DwALWHGCYU0fqE64LB1g2NfRYx9vXJfTszluidmcnc02X54bDrMj4OerqTRnZHMtOEAREZF/5LGf1iIiIiIi0la4rkty4UK23n8ngdUf4AMcYPFgw+auEM7DW8MsYuXemglpXJfz0xlujtuMzOUBKAIzohEaLItLU2kuyGRadpAiIiKfQjFSRERERERaFddxiE+fzrb776Js8y4CQNGCBcMMe6vAMTDnZItU2FsR0ue6XJpKMz5mM6BQACBrDG9GI5QMXJpMU950WI2IiEhrpRgpIiIiIiKtglsoUD/5NXY+dB9lNXWUAdkAzBlhSIUgHjXMG2HIB7wVIYOOyxXJJOPjNj2LJQASxjClPErEcRibSlGmBikiIm2EYqSIiIiIiLQoJ5ej7qXn2f3IQ5TVxSkDkiGYNbIxOtZ0NiwaYij5vBUhw47D1Ykk34snOL7UGCEPWBZvlEfpUixydSKpD3QiItLm6GeXiIiIiIi0iFIyxZ5nJrD/iScIxtOUAbEozB5pCOdcPuhhWDbQ4BpvRcjKksN1doLr7QRVjgPAHp+PN6MRTiwU+K6daD4xW0REpK1RjBQRERERkWOq2NDArgmPEZ/4LIFUjiBQV9m4HPs422V9L8OafhZ4LEJ2Kpa40ba5xk4Sbdr7cZvfz5xImKG5HDfZCbz1joiISHukGCkiIiIiIsdEYd8+dj72IKkXX8afKxIAdnVsPJima4PLmr4Wm3p5L7d1KxQZH7f5ZjLZvPfjxmCAt0IhTstmGW8nWnaAIiIiR5BipIiIiIiIHFX5ml1se+ge8q9NxVd08ANbu8Dbgy26NDgs72+xo4v3ImS/fIGb4zaXJVMEmq6tLAuyvKyML6Uz3KwIKSIi7ZBipIiIiIiIHBW5zZvZcv+dONPnYzkuPmBDT3jvRENH22XJIMOeTt77SHJSLs8tsTgXpTPNez++EypjQzDIhak0N+cUIUVEpP363PseX3LJJUyYMAGAtWvXcvrpp1NdXc3PfvYz3Kb9TY7WPRERERERab0y69ax9l+/x+avfQ2mzsNyXFb2Mzx7nmFTN8PCoRZPXOJnTydvzYY8JZvloT37eLF2D19tCpFzImGeqiynX6HITXaCPk2nZouIiLRXnytGPvPMM0yfPh2AXC7H5ZdfzqhRo1i2bBnr169vjpRH456IiIiIiLROqXffZdUNV7PtW1fhm78U48KSgfD8eYbN3WDOyRYTL/JxoIOHIqTrcnY6w4TavTy1ex9fymQpAVOjESZWlnNyNseNdpKuipAiIuIRxj3MKYf19fUMGTKEqqoq/vu//5uqqirGjx9PTU0NkUiEVatW8f3vf5+33nqLSZMmHfF7nyaXy5HL5Zp/bds2vXr1Ih6PU1lZ+fnfIRERERER+VSu65JcuIDN9/6esnVbACgZWDTEsLsaShbMGGWRDnkoQALGdRmTznBrLM6QfAGAPPBmeZQchstSKSq0+ktERFo5O+fS4Y7EEe1rh71By09/+lO++c1vkslkAFi1ahVnnXUWkUgEgBEjRrB+/fqjdu/T3H777fzqV7863JcjIiIiIiKfg+s4xGZMY9uf7ia0eRdlQMHXeDJ2LAp2xDD7ZEM+4K0I6XddLk2muCVuc0KhCEDaGKZEo/hxuDSVJqwIKSIiHnZYMXLu3LnMnj2btWvX8sMf/hBonIHYr1+/5scYY/D5fDQ0NByVe9XV1Z84tp///Of85Cc/af71RzMjRURERETkyHELBfZPnkTNQ/cRqtlPCMgGYN5wQ84PtZ0MC4YbSj5vRcig4/KNZJKb4jY9i41Lrm3L8Ho0SpXj8M1ksvnEbBERES875BiZzWb513/9Vx566KGPTcv0+/2UlZV97LGhUIh0On1U7n1ajCwrK/uHrxERERERkSPDyeXY9+Jz7H70IUJ1NiEgGYK5ww2+ksvGXobFgw2u5a0IGXEcvm0nudG26VxyADhgWUwpj9K9WOQ7iSS+Fh6jiIhIa3LIMfJ///d/Of300xk7duzHrnfs2JG1a9d+7FoikSAYDB6VeyIiIiIicuyUkil2PzOB/X95grJYmhAQi8DcEYaKjMvavoYVJ1pgvBUhO5RKXGcnuN5O0sFpjJC1Ph/TyiMMyOW50U7grXdERETk0BxyjHz22Wepq6ujqqoKgHQ6zYsvvkjfvn0pFArNj9u2bRu5XI6OHTty+umn8/jjjx/ReyIiIiIicvSVYjF2/OUR7InPEkzlKQPqKmH+MEOXmMuKEy029MJzEfK4YokbbZtr7CSRpr0ftwb8zA2HGZHLcVNcEVJEROSfsQ71gQsXLmTt2rWsXLmSlStX8vWvf51f//rXLFiwgHg8zlNPPQXAHXfcwUUXXYTP5+O888474vdEREREROToKezbx4e/+SXrvnwu2UcmEEzlqe0IL51jWN8Tlg60+NMVfjb0Np4KkT0KRX6xv55pNbu4KZ4g4rq8HwzwRGUFSQzj7QSn5fIKkSIiIp/BuO7nO8pt3LhxnH/++YwbN45JkyZx3XXXUVFRQalUYv78+QwdOhTgqNw7FLZt06FDhyN69LiIiIiISHuVr9nF5gfupPj6DPzFxmXHW7vAuwMsOsUdXj/LR+1x3kttJ+QL3ByPc1ky3bys7L2yICvLyjg3nWFAsdii4xMRETma7JxLhzsSR7Svfe4Y+fd27drFsmXLOPvss+ncufNRv/dZFCNFRERERD5bbssWPrjvd5gZC7AaGyQbesDqfoaKtMuUM33UVXkvQg7J5bklFmdMOtO8nGxRKMSmoJ+LUhl6lUotOj4REZFjoVXHyNZGMVJERERE5NNl1q5j0323E1i4HNP0iWBVP9jU3RAsNEbIeLnHIqTrMiqb49a4zTmZbPPl2ZEwu/w+Lk5l6KIIKSIiHnI0YuQhH2AjIiIiIiJtX3LZu3zwxzsILVtPsOna0gGw8ziDY8Gbp1ukwt6LkF/KZLk1ZnNqLgdAEZgRjdBgWVyWSjOm6cRsERER+WIUI0VERERE2jnXdbEXLmDzvb8jvG4rIaBk4J2TDPsrIRmC6aMsckFvRUjLdbkoneGWWJyT8gUA8sAb5VHyBsYm05S3z4VkIiIiLUYxUkRERESknXIdh4YZ09j6p7uIbK4lDBR8sHCIIRmCfdWGOSMNRb+3IqTfdRmbTHFz3KZfofEAmrQxvF4eJeA4XJZKE1KEFBEROSoUI0VERERE2hm3UGDf5FfY9dCfCNccIAJkA7BgmKFkXD7sblg01OBY3oqQZY7DN5MpborZdG/a+zFuWbwejVDtOFyZSBJo4TGKiIi0d4qRIiIiIiLthJPLsfuFZ9j72MOE6xKEaVyCPX+YoazgsrKfYflAC9d4K0JGHYdr7CQ3xm06Ne39uN9n8UY0So9CgWsTSXwtPEYRERGvUIwUEREREWnjnFSKnU//mfq/TCAUzxAGYpHGmZBVSZdl/Q3r+lrgsQhZVSpxvZ3gOjtBpdO47HqX38f0SISB+Tw32gm89Y6IiIi0PMVIEREREZE2qhSLse2JB0k88wJlqTwhYH8lvHWS4fiYyzuDLTb38F5u61ws8r14gqsTSSJNez9uCfiZFwkzMpvjJkVIERGRFqMYKSIiIiLSxhTr6vjw4XvI/3UygVyJMqC2IyweZOgcc1kw3KKms/dyW89CkfFxmysSSYJN19YHAywOhTgzk2V8PNGi4xMRERHFSBERERGRNqOwaxeb7v89zuuz8BcdAsC24+G9Ew1VCZc5Iy32VXsvQvbP57k5ZnNpKt289+PysjJWlwU5L51mvK0IKSIi0looRoqIiIiItHLZzZvZeN/t+Ga+jc9xsYCNPWBdb0M46zJ9lEVDhfci5NBcjltjNmPSmeZri8IhPgj4uSid4SY714KjExERkU+iGCkiIiIi0kql161j4x//j7K3VhBs3PqQ1X1hc1eD5bhMOcMiGfFYhHRdTss2Rsizs1kAHGBuJEytz8cl6TTnZLItO0YRERH5VIqRIiIiIiKtTOLdpWy693YiyzYQarr2bn+o7WTIBuCNMyyyZd6LkOdlstwai3NyLg9AEZgejWBbFpem0oxxnJYdo4iIiHwmxUgRERERkVbAdV3iC+bx4X2/I7puOxHAMY2H0tSXw4FKw4xRhoLfWxHScl2+kkpza9xmUL4AQA54ozxKycBlyTTRphOzRUREpPVTjBQRERERaUFOPs/e1/7KrscfJrq9jihQ8MGikwzZoMu2LoZ5IwyO5a0IGXIcLk+muDGeoG+xCEDKGKaURwk5DmNTKcrUIEVERNocxUgRERERkRZQbGhg+5OPYj/3AqF4hiiQDcCiIQYXl9V9DUtOsnCNtyJkp2KJaxMJvm0nqW5adh2zLKaUR+lUKnFlIkmghccoIiIin59ipIiIiIjIMZTbspVNj9yN++YcAgWHEHCgAt4ZbKhKuSweaFh1ogUei5AD83luiCe4LJki2HStxu9jTiRCz0KB6+wEVouOUERERI4ExUgRERERkaPMdV0SSxfzwUN3EV6yDn/T8uItXWBtX0NVwmXOSIuazt4KkMZ1OSeT5cZ4gtHZv52AvaIsyKqyMk7OZrnRTrTgCEVERORIU4wUERERETlK3EKBfVMmsfOxB4hu2Uuk6fryE2FXRwO4vH6mRTzqrQhZ5jh8LZnmBtvmxELjfpAlYE4kzB6/jwvTGcYpQoqIiLRLipEiIiIiIkdYybbZ9vRjxCc+S7ghTRTI+eGdkwyZgMvujhazTzYUAt6KkJ2KJb7TtB9kx6b9IJPG8GY0ioXLxak0FToZW0REpF1TjBQREREROULyO3ey8eG7cafMJJArEQZiUXh7sKEi47J4kGFFf+8dSjOgaT/IsQftB7nL72NWJEKPQoErk0l9MBEREfEI/cwXEREREfkCXNcl+d5yNj34B0Jvr27eD3J7Z1jdz1DdtB/kji7eCpActB/k2QftB7myLMjKpv0gv6el2CIiIp6jGCkiIiIi8jm4xSJ1U19n+6P3U/5BbfN+kCv7wc7jDMZp3A8yVu6tCFnmOIxNpbkhnqB/oQActB+kz8cFGe0HKSIi4mWKkSIiIiIih6GUTLLjmSeof/ppIvuTlAN5HywebEiVwb4qw8xTDXmv7QdZKvFtO8E1dpJOB+0HOTUawYD2gxQRERFAMVJERERE5JAUamvZ9Og9FCdNI5gtEgHsMLx9kiGSc1kyyLBsoPHcfpAnNu0H+bVUirKm1ljr8zEzGqFHscg3kyl96BAREZFm+vcCEREREZF/IrVqJRsf/ANlC9/DciAI1HSClScYOtqN+0Fu6+qtAInrcnYmy412gnMyf9sPcnUwyPJQ436QN9oJPPauiIiIyCFQjBQRERER+TtuqcSBmVPZ+sh9lL+/k3DT9TV9YNvxBn+xcT/Ihgpv5bag4zI2leKGeIIBB+0HOTcSptbn54JMhpu0H6SIiIj8E4qRIiIiIiJNnFSKHS88xf4nJxDda1MOFC1YMshgh+FAJUwfZZELeitCdiyV+Lad5Dt2onk/yJQxvBmNgGncD7LS0X6QIiIi8tkUI0VERETE8wp79/LBY/eSf2UKZekCUSAZgncGG4JFl+UnGpYMNriWtyLkCfkCN8RtLj9oP8jdPh8zohG6FYt8I5ki0LJDFBERkTZGMVJEREREPCu9bh0bHvw9wbnv4nNcyoDd1fDeiYbj4i6zR1ps6e6tAInrMjqb5cZ4gi8dtB/kmmCQZaEyRmZz2g9SREREPjfFSBERERHxFNdxODBnBlseuZeKNdua94N8vyds7mYI5l2mnGlxoNJbuS3ouFyWSnHjQftBOsC8SJgan58L0mntBykiIiJfmGKkiIiIiHiCk8lQ89Iz7PvLn4nujlEBlAy8O9DQEIVYObx5uvf2g6wulbjm7/aDTDftB+kCX02nuVD7QYqIiMgRohgpIiIiIu1asa6OD574E9mXXiOUzBMF0mXw9mCD33FZ3dewaIhH94O0bb6WTBNyG2Pjnqb9ILsUi1yh/SBFRETkKFCMFBEREZF2KbNxA+8/+AcCs97BX3IJAfs6wPL+hk5xl7kjLD7o6a0AietyVjbHjXGbcw/aD3JtMMCyUIjh2Rw3aD9IEREROYoUI0VERESk3XBdl4YFc/jwoXuoWLm5eT/ITd3hg+6GcM7l9TMt9nfwVm4LuC6XJRv3gxx48H6Q4TC7/D6+nM4wTvtBioiIyDGgGCkiIiIibZ6Ty7HrlefZ8+dHKa+ppwJwDCzrDwcqDIkIvHGGRabMWxGyqlTi23aSaxMJjiv9bT/IqdEIJeDidIYLM07LDlJEREQ8RTFSRERERNqsYn09Hz5xP+kXXiGcyFEOZILwziCDwWV9b4uFwwyOx/aD7JcvcIOd4PJkqnk/yL0+H9Ob9oP8uvaDFBERkRaiGCkiIiIibU5282bef/D3+Ge8hb/gEAb2V8C7AwzH2S7zRlhs6O2tAInrcmbTfpDnHbQf5PpggKWhEMNy2g9SREREWp5ipIiIiIi0Ca7rEn/7LTY9dBcVyzYSarq+uSts6GmIZl2mnGlRV+Wt3BZwXS5NprjRTjAo/7f9IOeHw+wM+Dgvpf0gRUREpPVQjBQRERGRVs3N59n12kvU/vlhKrbtb9wPElhxItR1MKSDLq+NtsiEvBUhq0olrk4kudZO0Pkf9oM0XJxOc4H2gxQREZFWRjFSRERERFqlUizG5icfIvnsi4TjWSqAnB8WDzY4xmVDD4sFIwwln7ciZN98ge/aCb6eTBH+u/0gjy9pP0gRERFp3RQjRURERKRVyW3bxvqH/oBv6jwC+cb9IBuisHSgoTrpMne4YX0fC4yHIqTrckY2xw1xm/O1H6SIiIi0YYqRIiIiItLiXNfFfncJGx/8A9El6wk1Tvhje2dY19tQkXJ5/QyLfR29ldv8B+0HOfig/SAXhEPsCPg5N639IEVERKRtUYwUERERkRbjFgrsfuNVah59kIote6lour6yH+ypNuT8LpPOtkiFvRUhOzTvB5nk+FIJgIwxTItGKABfTWc+NkNSREREpK1QjBQRERGRY66waxdbX32GxLMvEKlPUwHkfbBkkKHgd9nc1WLOyd7bD7JPocB34wmuOGg/yH1N+0EeVyoxNpki2MJjFBEREfkiFCNFRERE5KhzXZfcBx+w7fUXsGfNpGJrHQARIB5p3A+yMu0yf7hhdT9v7QfZL19gTDrNmFSGYfl88/X3gwGWhEIMzeX4rvaDFBERkXZCMVJEREREjgrXcUitWsmWyc+Rm7uA8j02ABWAY2BDT9jR2VDZtB/knk7eyG3GdRmWyzMmneHCdJp+hWLzPQd4KxxiW8DPl7QfpIiIiLRDipEiIiIicsS4hQLxJe+w5bVncRcuJRLLEAACQMEHa/vAnipDZcZldR+LxScZMqH2HyH9rstp2RxjUmkuSGfo0rQPJEAeWBoOsdPvp7rkMDqb5TztBykiIiLtlGKkiIiIiHwhTibD/nmz2D7lRQLvrKIsXSDcdC8dhDV9DfUVUJF2WTzIYkV/QyHQ/gNk2HE4O5NlTCrNlzMZKh23+V7KGN4Oh9jv89G1WOTMbI4vuQqQIiIi0v4pRoqIiIjIYSvFYuyeMYVdb75CePlGAgWH8qZ78Qis7mtIhSBQcFk01LC+j8Gx2n+ArCyVOD+dYUw6w+hMtvkQGoADlsU74RAJy6JfPs/56cZZoyIiIiJeohgpIiIiIoeksHcvO6f8lX3TXqdi3XYsByqb7u3rAOt6Gwo+KFgu80dYbOuKJw6i6VIsMiaV4YJ0mtOyuY/9C3aN38fSUIgiMDif57JUGqulBioiIiLSCihGioiIiMinym7ZwrbJzxOfOYPKzXsB6NB0b3tn+KC7weASC8PckRb7Orb/+AiffgI2wMZggFVlQXwunJLNcmUy1UKjFBEREWl9FCNFREREpJnruqTXrmHz5GfJzp5PRW0MaJwB6QAf9IDtnQ1lBZednQ0LhlvEytt/gPzoBOwL0xnGfMIJ2KvKgmwMBgm7Dmdmcnw7oQApIiIi8kkUI0VEREQ8zi0Wsd9dwoeTn8Wdv5hofbr5BOyiBet6w55qQ0XGZU0fi7eH6ATsg0/Armo6AfuUXP7Tv5mIiIiIAIqRIiIiIp7k5HIcmD+bba+/gP/tFYRSBSJN97IBWNMH6isM5WmXxSdZvDfAUPC3/wAZdhxGZ7KMSaf5cjpLB8dpvqcTsEVERES+OMVIEREREY8oJRLsnjmFmikvE172PsH8307AToRgTV9DMgTBgsuC4ZZOwKbxBOy3wyGSlkXffEEnYIuIiIh8QYqRIiIiIu1Ysa6OHW++zN6pk6lYsw1fyW0+gGZ/RdMJ2H4oWS6zR3rrBOwL0xkuTH32CdhjdQK2iIiIyBGjGCkiIiLSzuS2b2fr688TmzGdig92Y7lQ1XSvphN80MPgui52GGafYrFXJ2B/7ATsk7NZvplM4Y13RUREROTYUowUERERaeNc1yXz/no+nPwsmdlz///t3XlwXNd95v3vvb1iBwju+6aNkkiKFBdttCXrfUdJZMtOHJdjV1LWRJPRlOedsj3ld8oTV8VKpWxVxiVPjecdu2riRJEzTqTEiqhdIimRIiWu4iKSIAmCAIiFIAliB7rvft4/ugkCBCkuIgmg+XyqugD0Offi9BFK3ffhOfdHeXMXwOAKyLppuQrYidDQMtFi4+KbpwL2nZ7HFwZUAVtERERkrFAYKSIiIjIOmTCk9+Od1L36f4g2bqX0zMBgBezQgkOzoK3KotQ1HJhjs0UVsPGB7YMVsEPuc1xVwBYRERG5wRRGioiIiIwTkefRsfl9Gl77J+If7qaozxusgO3F4cBs6Ci3KBswbL3DZtdtN0cF7HQUcb8qYIuIiIiMCwojRURERMawsH+Atg1v0PL6v5DeWUPKCSnLt/Wn4cCcXAXslGfYtNjmwNybqwL2I5ks91+kAvaAbTNHFbBFRERExhSFkSIiIiJjTNDZSdNbv+Xkm2sp21dPPDhXAbuzFGpmW7hxiCzD+ntsGlQBe1gF7NtUAVtERERkzFIYKSIiIjIGeC0t1L/2T3S++zYVh1uxDVTl29qqoHaGRYShPw3rltucvIkqYD+Sr4B9typgi4iIiIx7CiNFRERERoExhmxtLUdf/QcyG96nsrEDOBdANkyBxsn5CtgTYMM9Nj2qgM3efAXsYhOxUhWwRURERMYdhZEiIiIiN4iJIvr27ubo2l8TbvyIslP9JIEkEFlwZAacmGBRkq+AvfnOm6cC9vJ8BexHLlABe0dRmqZ8BezVjssyVcAWERERGbcURoqIiIhcR1E2S/uW92l8+7fEPvyYkm53sAK2H4ODs6GjzKIsY/joDpudt98cFbCLooj7LlEBuz1fAXu14/KAKmCLiIiIFASFkSIiIiLXmNfSQv3b/0Lnhncp3d9IIjCU59syyVwF7L4iSHuG9xfbHJh3c1TAnu37rMlkWZNxWO44JIe0ddg2W4vS9KsCtoiIiEhBUxgpIiIi8hmZIKB71zaOvfnPBB9up6K1Bzh3/8cz5VA73cJNQIhh/TKb+mkUfAXshDHc6zg8lHFYk8kyJwiGtTfF4+xKp/CxuN1z+V1VwBYREREpeAojRURERK5C0NlJ07uvcHLdGxTvPkIqG1KSbwstODoD2qoskkGuAM3GJTYdFYUdPgJMCQIezDisyWZZnXUoNmawzQd2p1M0JhKkI8NSx+H3+1WARkRERORmojBSRERE5DIYY+g/+AnH3niJzAebqahvxzbnVj/2FsHhWRb9KSjycvd/3H1L4d//0TaGxa7HQ5ksa7JZbvf8Ye2nYzF2plP0WTbTwoAVjssqxx2l0YqIiIjIaFMYKSIiInIRYf8AJze9Q9Pb/0pix35KelxSQCrf3jAZmidZWMbQXQIbltqcqKbgt19XhCEPZh0eymR5IOtQOaT4TATsTyU5kkwSN4Y73dz268KeERERERG5XAojRURERIZw6uupe/NFeja+R8WhVmKhofJsWwIOzYKuEouKjGHnLTZb77DIpgs8ajOG2zyfNdksD2WyLHY9YkOae2yb7ekUnbEYE8KQlY7LEtcbteGKiIiIyNilMFJERERuapHncWbrJhre+hf46GPKTw8QAybk29uqoH6qRWCDFzNsXBKjbgaYAl/9WBRF3Jdf/fhQ1mFKGA5rP5JMcCCZJLLgFtfjC5nssIBSRERERORCFEaKiIjITcc7eZLGd35L+4a3Kd1bT9KLKM+3BTYcngntFRZFrqFumsXGJTa9JYUdPgLM9n3WZLKsyTgsdxySQ9oylsXOdIq2eIyyKOJex+MPVHxGRERERK6QwkgREREpeCYM6dmzi7o3X8Tfso3Kpi7g3OrHzlKonWGRTUI8MHxwl82BeRZhrLADyIQx3Os4PJRxWJPJMicIhrU3x+PsTqdwgVl+wH3Z4QGliIiIiMiVUhgpIiIiBSns6aF5/Wu0vvsaRR8foqjfpyTfFgH106B1gkUiMrRVwHv32LRXFnb4CDA5CHLhYzbL6qxDsTGDbT6wO52iMZGgKDIscRye0OpHEREREbmGFEaKiIhIQTDGMHCkhro3X2Jg0wdUHD1JLDq3+rE/DYdnWvSnocgxbLvDZudtFl6isANI2xgWux4PZbKsyWa53fOHtZ+OxdiRTjFg2UwJA1Y6Lqscd5RGKyIiIiKFTmGkiIiIjFtRNsvJD9Zx/O2XiW3fR1mnQwpI5dubJ8LxyRYGQ38a1t9j0zwJKPDiMxVhyAPZ3NbrB7IOlVE02BYB+1NJjiSTxI1hkevyewMZCntGRERERGSsUBgpIiIi44rb0kzdGy/S9f56yg80kQgMlfk2L54rPtNZalGaNeydb7PlLotMusCjNmO4zfN5KJtlTSbLYtcbVtm617bYlk7TGYtRHYascFyWuN6oDVdEREREbl4KI0VERGRMM75Px86POPbmS0Qf7aTyRB82UJ1vP10BddMs/BhEluH9JTGOzAJT4Ksfi6KI+7IOD2WzPJRxmBKGw9prEwk+SSUxFtzienwhkx0WUIqIiIiIjAaFkSIiIjLm+GfO0PjOy5za8BYlu4+SdkLK822hBUenw6kqi7RnqJ8C7y216Skt7PARYLbvsyaTZU3GYbkzvLJ1xrLYlU5xIh6jLIq41/H4qorPiIiIiMgYozBSRERERp2JInr37+Xomy/ibv6QyoYObHNu9WNvUa74TDYFSd/wwV02exdYhLHCDiATxnCv4/BQxuGhTJa5QTCsvTkeZ3c6hQvM8gNWZ4cHlCIiIiIiY43CSBERERkVYf8ALe+9Tsu7a0ntOEhJr0cJUJJvb5gCLdUQi6C9DNYvtzlVVdjhI8DkIOChjMOabJbVWYdiYwbbfGB3OkVjIkE6Mix1HJ7Q6kcRERERGUcURoqIiMgNYYwhW1/H0Tf+id5Nm6g83Eo8hAn59mwyV3ymt9iiJGvYdrvN9tst3GRhB5C2Mdzternt19kst3v+sPb2mM2OdJp+y2ZKGLDScVnluKM0WhERERGRz0ZhpIiIiFw3kedxassGGt/+LfbWPZS3Z0gCE/PtJ6qgcYpFZBkySVi/LEbjFKDAi89UhCEPZB3WZLI8kHWojKLBtgg4kExyJJUkZgyLXJffHchQ2DMiIiIiIjcLhZEiIiJyTfnt7dS9/o+c2fAO5Z80kvQiKs+2xeDIDOgosyhxDAfm2my622KgqMCjNmO41fNZk82yJpNlsesNq2zda1tsS6fpjMWoDkNWOC6LPW/UhisiIiIicr0ojBQREZHPbKD+KEde+TWZ9zZSdawd25xb/dhZCkenW7hxsIzhvaU2NbMtjF3YAWTMGJY5Lo9kMjycyTIjCIe11yYS7E8lMcBCz+MLmeywgFJEREREpBApjBQREZErZqKIrj07qV37a8zm7VS29VMEFOXbj02FExMskr6haRKsX2bTVVbY4SNAURTxQNbh4UyGz2UcKoZsv85aFjvTKU7EY5RFEfc6Hn+g4jMiIiIicpNRGCkiIiKXJfI82ja9Q8PrL5Ha+gmlvR4V+bbAzhWf6SyzKMsYNt9ps+0OiyBe+AFkdRDy+UyWhzMZVjsOqXPFr+mybbYWpem1LWb6AavOaxcRERERudnYV9J57dq1zJ8/n3g8zqpVqzh06BAABw4cYMWKFVRVVfH9738fY859yr4ebSIiInJjBD091L74Kz741hN8suIeev+f/5fqd3ZR2uuRScLuBRabF1nsXAj/8oDN//dFm598Pc6Wu+2CDiLnej5Pdvfy6xMnea+5lR91dPK5bC5obI7Hebm0hJdKS2iKx3hsIMPX+wZ40HEVRIqIiIjITe+yw8hjx47x5JNP8uyzz9La2sqcOXN46qmncF2XL37xiyxfvpxdu3ZRU1PD888/D3Bd2kREROT6clpb2PfLZ/ngD77A4ftWE/7FT5m0rZaUG9FZCttvtfjwDvjwdnjhEZufPxHjZ38Qp2aujSnQKtiWMSxxXL7T2c2rLSd4rbWN73V1s9T1sIEDyQQvlpXycmkxAYbf7x/ga/0DLPH8K/uXXxERERGRAmeZy1xy+Prrr9PS0sLTTz8NwPvvv89jjz3Giy++yL/9t/+WlpYWiouL2bdvH9/+9rfZsmULr7zyyjVvuxjXdXFdd/Dn3t5eZs2aRU9PD+Xl5Z9xmkRERAqXMYbeQ/s58sqv8TZ9SPXxrmHtLdVwfDLEw9z3b62I0VtSmKHjUMnIsMpxeCST4XOZLJPCc/d/9IGd6TTHE3EqwpCVjsvEIfeHFBEREREpBL2uoeLZvmuar132PSMff/zxYT8fOXKEhQsXsm/fPlavXk1xcTEAixcvpqamBuC6tF3MT37yE5555pnLfTkiIiI3NRMEnN7+AXWv/ob4lt2Ud2Qpy7dFQN10OFVpUeoYPl5gs2mxhZss/ACyPIxYk83y8ECGB7MOxUP+zbbPsthalKYjFmNqELDKcbnfcUZxtCIiIiIi489VFbDxPI+f/vSnfPe736W+vp558+YNtlmWRSwWo6uri97e3mveVlVVdcEx/eAHP+B73/ve4M9nV0aKiIhITpTNcnzdWprfepmSHYcoHgiYkG/z4rkCND3FFkWuYcNSmz0LLSK78APIaX7Aw/kCNPc67rAPR6diMbYVpXEsmO/5PJLJqvqfiIiIiMhncFWfp3/4wx9SWlrKn/3Zn/HDH/6QVCo1rD2dTpPJZIjH49e87WJhZCqVGnGMiIjIzc7rOMPR1/+RM+++SeUnx0n6hkn5tr40HJlh4SYgtA1vrIzRMBUo0Ps+DjKG2zyfRzIZHs5kucPzhzUfTSTYm05hGcPdrsuX+gco8BkREREREblhrjiMXLduHb/85S/Ztm0biUSCCRMmcODAgWF9+vr6SCaT16VNREREPl2moZ5Da/+egffep/poO7aByfm20xVQPyX3fWcZvLbKpqOi8KO2uDEsc1wezgeQM4JwsC0E9qRS1CUTFJmIFY7LH/b1j95gRUREREQK2BWFkfX19Xzzm9/kF7/4BYsWLQJgxYoV/M3f/M1gn8bGRlzXZcKECdelTURERIYzxtC5dwe1r/wD0ebtTDjRRzFQnG9vnAyt1RZpz3B4Bry7PEY2XfgBZFEU8WDW4eGBDGuyDhVDCsxkLYvt6RRt8TjVYcgqx+HeIYXwRERERETk+rjsMDKbzfL444/z5S9/mSeeeIL+/tyKgYceeoienh5eeOEF/uRP/oRnn32WRx99lFgsxpo1a655m4iIiIDxPFo2v0vD6y+S3voJZd0elfm20ILaGdBZZlE+YNi42OajRRZhrPADyOog5POZLI9kMqxyHFLn6s/QadtsLUrTa1vM9gPuO69dRERERESuP8sYc1kfw1955RW+8pWvjHi+oaGBvXv38o1vfIOysjLCMGTTpk3ceeedg8dd67bL0dvbS0VFxTUtPS4iIjKagr4+6t5+iZNvv0rFx3WknXMr/ZxErgBNJmURDw1vrrCpmW0V/v0fgXmeP1iAZrHrYQ9pa4rH2ZlOEQK3eR53e/6wdhERERERubhe11DxbN81zdcuO4y8lNbWVnbt2sX999/PpEmTrnvbpSiMFBGRQuCcPMGhtb+md/27TKg5QfzcrQ7pLoaj0y1C25BJwqv3xzhRXfjho2UMi11vsADNPD8Y1r4/maQmlSRpIu7JuswNw4ucSUREREREPs2YDiPHGoWRIiIyHhlj6DlykMNrX8DfuIWJDV3D2k9UQdMkiIe5r2+sitFXXPgBZDIyrHIcHhnI8PlslonhuVWhPrAjnaYpEac8DFnluEwccn9IERERERG5OtcjjLziatoiIiJybZkw5OSOTdS9+o/EP/yYytNZKoa0102F05UWpY5hxy027y+x8BOFH0CWhyFrMg4PZzI8mHUoHvLvp32WxUdFaTpjNlODXAD5gOOM4mhFRERERORyKIwUEREZBZHj0LBhLc1v/pbS7Yco6Q+YmG/zY1A7HXqKLYpdwzvLbXYvtDB24QeQ0/2Ah/Pbr5c77rAPKqdiMbYWpXEtWOD5fCGT1QcZEREREZFxRp/hRUREbhC/s5PDb/wfzrz7JhP2HifpG6bk2wZSUDvDwkkYImDtfTEapxV++Igx3O75PJzJ8Egmy+2eP6y5NpFgXzoFxrDYdXmif4CbYFZERERERAqWwkgREZHrqL+pnkOv/D0D721k4pHTxA1Mzbd1lEH9VMDAmTJYe79NZ3nhR21xY1juuLkVkANZpg8pMBMCu1Mp6pIJiqOIlY7LH/b1j95gRURERETkmlIYKSIicg0ZY+jYt5Mjr/4a88F2qlv6KAVK8+3NE6F1AqR8qJkJ76yI4aQKP4AsjiIeyOYK0KzJZimPzt3/MWtZbEunaIvHqQ5DVjsOK1x3FEcrIiIiIiLXi8JIERGRz8j4Ps1b3qXh9RdJfbSPii6PCfm2yIK6adBZZlGWMby3xOajRRZhrPADyOog5OFMloczGVZnHZJD2jpsm61Fafpti1l+wAPntYuIiIiISGFSGCkiInKFTBTRcWA3x9b/K5ntO6g8fIK0GzE53+7GoXYGZFIWsdDw2iqbQ7MtsAo7gExHEfe4LiuzLquyDnd6HvaQ9uPxOLvSKSILbnM9fncgM6xdREREREQKn8JIERGRSzDG0Hv0EEfXv0zf1o8oP9hEcSakHCjP9+ktgrppFqFt6E/BKw/EaKsu7PAxYQyLHZeVjsOqrMti1yVxXp/9ySQ1qSQJE7Es6/IH/QOjMlYRERERERkbFEaKiIhcwEBzI7Xrf0v3h5sp2V9PWY9PCVCSb3cSueIzvUUWxZ7hyHR4a4VNf3HhBpAxY1jkeoPh41LXpciYYX3aYjH2plP02TZlYcgKx+VuzxulEYuIiIiIyFijMFJERARwTp3k6Hv/ypkt75Pee5TKDoc05ypfezFomArdJRapwNBUDeuWxTg1oXDDR8sYbvV8VjkOK7IO9zoupeeFj2diNntSKbrsGCUmYpHr8thAhsKdFRERERER+SwURoqIyE3J7+rk2MbXOPnBOhJ7DjPh5ABxzoWPoQWNU6CjDOIhnCmHd5fFaJpM4d770Rjm+QErHYeVWYcVjktVFA3r0mPb7E4laY/FSZuI21yPL2SyuvejiIiIiIhcFoWRIiJyUwj7+2nY8hYnNr4Nuw9Q3dSLDUwZ0uf4JGivAAvoS8H6e2IcnQmmUMNHYEY+fFyVdVjpOEwKh4ePA5bFnnSKtnichIlY6Po8lHX0AUJERERERK6KriVERKQgRa5Ly9YNHH//daKP91Fd30ksgklD+rROgJNVEFkQxOD9xTafzLeI7MINHycHASsdN7/y0WFmEA5rdyyLfakkTfE4MQxzvIBVWWdEYRoREREREZGroTBSREQKggkCTn78IfXvrcXbsZvqo6dJBIaJQ/q0l0PLRPBjYEWw5U6bnbdZBPHCDR8r80VkVmYdVjkO8/xgWLsPHEglOZbIxY0zfZ8lrscqxx2F0YqIiIiISKFTGCkiIuOSiSI6Duymbv3LZLfvoPJwG2k3YsKQPl0l0DTJwk1A0jdsu91my10WXqJww8fSKGJ5vtr1SsfhNs8f1h4BNckktckEITAtCFjqetzjquK1iIiIiIhcfwojRURkXDDG0HO0htr1L9O/9SPKDzZTkgmpACryffrT0DgZBtIWpVnDxwss3rvHJpMu3PCxKIpY6risyq9+XOR5xM7rU5tIcCiVxLNgUhCy1PW4y1P4KCIiIiIiN57CSBERGbP6muo5uv5luj7aTNknDZT1+pQBZfl2JwENU6CvyKLYNRyaCe8uj9FTWrjhY8IYljguK/KrHxe77oj7OTbG4xxIJcnYFlVhxFLX5Yn+gVEZr4iIiIiIyFAKI0VEZMzInmrj6IaXObNlI0X7jlLZ4VIEFOXbvRg0ToHuEouUb2iaBO8sj3G6qnDDx5gxLHK9fMVrl6WuS5Exw/q0xWLsTafos23KwpDFnsfjA5lRGrGIiIiIiMjFKYwUEZFR43V1Uvf+Wk5tXk9iz2GqT2ZIANPy7aGVCx87yyAewOlKeHdZjOZJgFWYAaRlDLd6Pqsch5VZh+WOS+l54eOZmM2eVIou26bEGBa5Lo8NZCjMGRERERERkUKiMFJERG6YsL+f+s1v0rrpbezdB6lu6sUGpg7p0zQJTleAHUFfOrft+ugMCjZ8xBjm+QGrHIcVWYeVjktlFA3r0mPb7E4laY/FSZuI21yPL2Sy2KM0ZBERERERkaulMFJERK6b0HFo2rae5vffINq1j4kNXcQimDKkz4kJ0FYFBvBjsGGpzf55FsYu0PARmOEH+W3XDisdh0nh8PBxwLLYk05xIh4naSIWuj4PZR29aYuIiIiIyLin6xoREblmTBBwYtcHNLz3Gv7O3Uw42k4yMEwa0qe9HFqqIYgBBjbfZbPzNoswVrjh4+QgYGW+2vVKx2FGEA5rdyyLfakkzfE4NoY5XsCqrDOiMI2IiIiIiMh4pzBSRESumoki2vfvom79v+Ls2EHV4TbSrqF6SJ+uEmieZOEmIOkZPlpks+VOCz9RuOFjVRiyYkj4OM8PhrX7wIFUkvpEAgPM9H2WuB6rHHdUxisiIiIiInKjKIwUEZHLZoyh6/An1L2/lr6tW6k42ExJJqRqSJ/+NDROhmzKoiRr2HmLxXv32GRThRs+loURy9xcteuVjsNtnj+sPQJqkklqkwlCYFoQsNT1uMf1RmW8IiIiIiIio0VhpIiIXJQJAtr2fETDB2/ifLybisMnKMmElAFl+T5OAhqmQH9RLnw8MBfeWR6jr7hww8eJQchyx2GZ67LMcbnV80cUk6lNJDiUSuJZMCkIWep63OUpfBQRERERkZubwkgRERkUZrMc37aOli3rCHZ/woRj7aQ8w4Qhfbx4buVjT7FF2jPUT4F3VsQ4U1Gg4aMxzA4Cljkuy51c+Dg7CEZ0a4zHOZBKkrUtKsOIpa7LE/0DozBgERERERGRsUthpIjITczr6uTY5jc4ufV9rH2HqG7sJh4xrOBMfwqaJsNAOhc+Nk6G9ffEaKsuzPDRNoZbPT8fPjrc47ojql1HwJFkgqPJJC5QEUbc5Xs8PpAZlTGLiIiIiIiMFwojRURuIgNtzRzd+Cod2zaTOFBHdesANjB1SJ/OUmittnASUOIY9s6D9++J0VNSmOFjwhjuym+3vtdxWeK4lBkzrI9HruDM8UTuno8Tw5AlrscdnlY+ioiIiIiIXAmFkSIiBcoYQ1ddDXUbX6V353aKDzZS1eGSAqYP6XeyEk5WQWBDPIQdt1psvtvGTRZm+FgSRSzNb7de7rjc5bmkhmeP9FsWn6RStMVjWMB032ex57NMBWdEREREREQ+E4WRIiIFwoQhp/bv4NjG18h+vJvyQ62U9QfDis1EQMtEOFOe+9mLwZa7bD6+xSKMFWb4WB2GLHNcljkOyxyX2zyf2Hl9OmybfekUHbZNCsMcz2eF45AYlRGLiIiIiIgULoWRIiLjVOi6NG3fQNOWdwj2fEJV7SmK3OHFZvwYNE2C7hKIhdBVAu8vjXFkFhirAMNHY5gZBIOFZpY5LnMvUGymOV9sps+yKDGGW1yPz2eyIypii4iIiIiIyLWlMFJEZJzw+3qp2/wGbR9tgH2HmNjQSSKAyUP6ZJLQPAn60xZJ39A8EdYtj9E6sQCDR8Ayhlt8fzB4XOa4TAnDYX0ioC6R4EgygWtblIcRizyPxwYyFOasiIiIiIiIjF0KI0VExqjM6TZqN71Kx9YPiO+vZWJLP7aBaUP69BTntl07CYti13BgTq7SdVdZYcZscWO40/XyKx9zla7Lo+E3fPSBg6kkjYkEAbliM3e7Hl8c8EdlzCIiIiIiInKOwkgRkTHAGENPQy21m9bSs2MbRQcbqD7tjCg2c7oiX2wmBgkfdtxi8cESm2yqMMPH4ihiieOyPF/t+m7XI31epeuMZbEvleREPPeWNj0IuNv1WKpiMyIiIiIiImOOwkgRkVFgoohTB3dxbNPrZHbtouxQMxU9w4vNALRU54rNGCC0YcudNttvL9xiM1VhyD35KtfLHZfbPG/EG1WnbfNJKsmZWIy4gTl+bqXkfbijMmYRERERERG5fAojRURugMjzaNq1keNb3sb7eC9VtacoyUZMgMGCM4Gdu99jVwnEIugtgg1LbQ7NsQq22Mz0IFfpermbq3Q93x9ZbKY1HuNAMkmvbVMUGW7xPR7KOiMqYouIiIiIiMjYpzBSROQ68Pv7OPbRW5z4cANm70Gq6ztJ+WZYsRknAc0Toa84V2zmRBW8e2+MpklAAYaPljEsyBebOVvteup5xWYAjuaLzWQti7IoYpHn839nsio2IyIiIiIiUgAURoqIXAPZjnZqN62lfesmYvtrmdjUSzwaXmymL50rNpNN5orN1MzKVbruKC/MmC1uDItcL1fl2nW5x3GpjKJhfXzgUDJJfTKBD1SHIXd7Ho+r2IyIiIiIiEhBUhgpInIVeprrqd34Cl3bPyJ9sJ5JbVmSwIwhfTpKoW0CeHFI+bBzocX7S22y6cIMH4uiiMWuxzInt+V6ietRdIFiM/tTSVrzxWamBAGLXY/FnorNiIiIiIiI3AwURoqIXIIxhtOH93Js46v079pJaU0TVV0+pUDpkH5tVblq18bKFZzZsshi6yKbIF6Y4WNFmLvf49mVj3e4Honz+nTbNvtSSdpjMeLGMMsPWOq6rHJUbEZERERERORmpDBSROQ8xhjaj+6ndt2/kNm2jcpDJyjrD6kCqvJ9Iiu35bqzFGwDAynYsMRm//wCLTYDlIchKxyX1VmHex2Xhf7IrdRtsRj7U0l6YjbpyLDA83hQxWZEREREREQkT2GkiAjQe+I4h9a9RPeHmyn/pJHKbp9qoDrf7sVyla57iyHpw8kqeHd5jIYpFGSxGchtu77HcVnlOKzOOtzu+djn9alPxDmUTJKxLEqjiDs8n/9LxWZERERERETkIhRGishNKdt1hkMb/oX2ze9RtPcok045lAPl+fbAhuOTobfIosgz1E6Hd+6N0V5ZuDFb3Bjudl1WZXOrHxe77oht18cScQ4kU3gWTIgi7nI9fm8gMyrjFRERERERkfFHYaSI3BT8zABHNq2lbdM7xHfXMLm5nyIDs/PtEflt12WQDKC1Cl69L8apCYUbPlrGcJvnD658XOa4FJ9XcOZELMbedIp+y6IiiljiejwxMDBKIxYREREREZHxTmGkiBSkyPep376O4++9htm1j8nHukiEMHNIn7ZKaK8Ey0BPEbyxKsaxaRTstmuMYU4QsCrrsCrrsNJxqYyiYV06bZvd6RSdsRjFUcSdrsvvDGS07VpERERERESuCYWRIlIQjDG07ttK3YaX8XZ8zMTDpyhyDdOH9OkshRMTILQhtODte232LSjcgjMAk8+Gj47LqqzD1DAc1j5gWexOpzgZi5HAcKvr8UgmO+LekCIiIiIiIiLXgsJIERm32o8d5Mi6f6Z/61aqDrZS3h8yZUh7fxqaJ4KbyBWdef9uiy1324Sxwg0fh1a8XuU4zPODYe0esC+d4ng8jg3M8XxWZ50R94YUERERERERuR4URorIuNF7splD616i68MPKPukgQmdwyteu3FomgQDaYvSrGHbbRbv3GvjJgs3fLxUxesQqEkmOZpMEAHTg4ClrscKxx2lEYuIiIiIiMjNTGGkiIxZTm8XNev/mfbN75HeW8vktuyIitfNE6GnGIp8ODwDXl8do6ekcMPHK6l47dowKQi5x/W42/NGZbwiIiIiIiIiQymMFJExw3eyHPngVU5sepvYxweZcrxvWMVrgJZq6CiDRJgrQPPqfTHaqgs3fFTFaxERERERESkkCiNFZNREQUD9zg00vvcq0c59TK7rIBXArCF9TlfAqcpcxev+NLy+KkbtDG6aitcrHJeqS1S8vstRxWsREREREREZHxRGisgNY4yh9eAOjq7/Le72XUw6dJJixzBjSJ/uYjhRDUEMDPD2cpvdt6ji9e50irZYjJQx3Oqp4rWIiIiIiIiMTwojReS6aj9+mMPvvpSreH2gmYrekKlD2jNJaJ4ETgJSXq7i9QdLVPH6XMVrw1wvUMVrERERERERKQgKI0Xkmuptb6Vm3Ut0bdlE6ScNTDzjMRGYmG/3YrnwcSBtUZI1bL/N4u17bZxU4YaPqngtIiIiIiIikqMwUkQ+E6evm5r3fsvpzetJ7allcmuGCqAi3x5ZuYrX3SWQ9qB2Orx2X4zu0sINH4dWvF7lOCxxRla8rkskOJhK4lqqeC0iIiIiIiI3D4WRInJFAtfhyJbXadn0FvbHB5ja0EtRBHOG9DlRBR3lEA/hZGWu4nXrxMINH4dWvF6VdVh+uRWv+1XxWkRERERERG4uCiNF5FNFYUj9x+/R+N6rhDv3Mrn2DGkfZg/pc6YMTlUBBgZS8PrqGIdnoorXqngtIiIiIiIiMozCSBEZxhhD66FdHF3/W5ztO6k+1EZZZnjF696iXMVrPwYYeHu5xa7b7IKveL0y67I6v/pRFa9FRERERERErpzCSJGblDGGrhMNtNTsoPPIfrINx7Ca2yg/3kFVz/CK19nEuYrX6XzF641LC7PidXEUMccPmOP7zPUD5vo+izxPFa9FRERERERErgGFkSIFLtvXTcvB7Zw+spf+Y7WEx5tJneig8nSWYteQAKacd4wfyxWdGUhbFDuGXQvhzZUxsunCCB/jxjAjCJiTDxvn5sPHOX7AlPNWPJ51fsXrGUHAElW8FhEREREREbkiCiNFCkDoe5w49gltNbvorTuE19BIvPU0ZSf7qOzNhWsT8o+hIgs6ynKVrp0EYEGRB0enwtr7Y3SWj+Pw0RgmhtGwsHGu7zMnCJjpB5+6grHDtjmeiNMei+NYYLCojFTxWkREREREROSzUhgpMk4YY+hqa6TlUG5bdabhGFbTCYrbuplwxiMeQRm5x/l6i6CzLFdcJrIhEeS+r5sGe26J0TCVcXu/x5L8tuq5vj9sa/UcP6DkvIrWQ2Usi+OJOCdjcfpti9CClIHKMGRmELLY9Yij4FFERERERETkWlIYKTLGZPu7aanZyekje+k7doToeDPJ1g4qT2cocS68rRrAi8OZ8lzw6MfBjgCTu9fj3gU2B+dYuMnxGTjGjWGmHzAnGB42zvV9JoXRRY8LgdZ4nJZ4nK6YTYCFjaEsjJgW5rZp3+H5N+6FiIiIiIiIiNzkFEaKjIIw8Gk7tp8Th3bSU3cIv6GRWMspyk72UdXzKduqya1w7C4BJ5l7LuXD6Uo4MMti7y02HeN1a7UxTA7DC97HcWYQfOr/rM7EbJriCdpjMZz8yy8xholBwOwg5D7HYZzOioiIiIiIiEhBURgpch11njxOS812Omv3k6k/Bvlt1VVnXJLhxbdV96dz93IcSEOY31adTcLR/Lbq+mnjd1t1aRQNbqc+/2vxJbZVNw7ZVh1ZkDKGyjBiVhCwxHWJ3cDXISIiIiIiIiJXTmGkyGfkDPTSXLNjcFt1eLyZVOsZKk5nKM1+yrbqWG5bdV9Rbot1zAARNE+GffNt9s8d39uqZw3ZTj3H95mX32Y98VO2VQfktlU3J+L02DYBEAPKwoipQcA8P2CRtlWLiIiIiIiIjFsKI0UuQxgGtB3bT9uhXfQcrcFtPLutupfK7hCbC2+rhuHVqo2V21bdXg41sy1232JzpmJ8Bo4Yw5QLbKue6wfMCIJPXaXYfnZbdTyGa4FloNgYJuW3VT+YdW7YyxARERERERGRG0dhpMgQXaebaDm4gzO1+8keOwrNbRS1dTHhjEsygFJyj/MNpIZvq46HufDxbLXqumlg7PEZOpaF0YjCMWfv5fhp26oHzlarjsfptywiLFJEVOW3VS91XWLuDXwhIiIiIiIiIjLqFEbKTScMA07U7aVl31Z6Du8nPN5MsvUMlacGKM0a4sDUCxznn7et2o7ANtAyEfbOs/hkvo2TGp+Bo2UM04KQhb7PAs8fVq26Ovr0bdUt8Tgt+W3VPpDg3Lbq+dpWLSIiIiIiIiJDKIyUghVFEaebj9C0dzNdNZ8QHKsn1XSK6rYMaR8qyT3O11ma21adHVKteui26vbK8Rk4AmAME8OIW3yPhZ6fe+QDyJJPWeV4OhajKR7nTCyGa5/bVj0xCJgbhMzVtmoRERERERERuQwKI6UgdJ1qomHvB3Qe3INTd5Rk40kmnOinxDEXrFjtxaC9AvqKITi7rToOx6bD3oUxaqeP323VZ1WE4WDYuNDzuSX/fcVFVjr6QEMiQXMizoBlYbBImty26tlhwDLXxb6xL0FERERERERECozCSBlX+rpP07h3M+0Hd5OtPUys8QSVrb1U9EcUATPO6x9audCxpxj8uEUiMAyk4JN5FtvusOksH9+BI0BxFLHQ81ng5wNHz2eh7zHpIlWrQ6ApEed4PEGPbRFZFsVRxJQgYIEfcKuvbdUiIiIiIiIicn0ojJQxKZvp5fgnH3LywA4GjhzGbmimrKWb6u6QODDtAsecKYOuUnATuZWOfhxqZlpsvdPmRPX4Dx1TUcQ8Pxhc6bjQ81jo+8wIwose0xKP0ZBI0G3bhBYkI8PkMGS+H/B5P3sDRy8iIiIiIiIiojBSRpnvORyv2UbbJ9vpO1KDqT9OaUsnE8/42AamXOCY7hLoKAUnmSsgg4Ha6bBtUYxj0wBrfAePcWOY7Qfc4nks8M/d13G2HxC7yDGnYzHqE7l7OvqWRTIyVEch8/yAB7MO43tGRERERERERKRQKIyUGyIMA1qP7qHlk3wF67oGSprPUH3aJRHCRHKPofpTcKYCMikwQDKA+imw43abg3MsonF+T0fLGGYEweC9HM8WlJnn+yQuckyPbVOXSHAqHsO1LBLGUBlGzAl8Vjq6p6OIiIiIiIiIjG0KI+WaylWwPkzT3i25CtZ1x0g1nab6ZK6CdRW5x1BOAk5XQH8ajAVpH1qqYectFnsW2viJ8R06YgxThhSTucXLVa+e7/sUX6SC9YBlcSyR4EQ8Tta2iBlDeRQx2/dZ4rrE3Rv8GkRERERERERErgGFkXLVOk8ep3HvB3TU7MGtq7tkBWs/X8G6twjCGCR96CiDjxda7LrVZqBonIeOQFU+dDy32jG31bo8unDo6FpQn0jQEo8zYNuAoSyMmBkE3OZ7LPa8G/sCRERERERERESuI4WRckm5CtYfcPrgbrK1R4ifV8F65nn9Qyu3vbo7X8E6GRj6U7BvrsW2O226ysZ/6FgaRSwYDB29wS3W1dGFK1gHwPFEnOOJBH22TYShNDJM9XMVrO/wVMFaRERERERERAqfwkgZlM300vjJh5zcv4NM7SHshhbKW7qZkK9gPf0Cx5ytYO3FIRblKlgfnGWxdZFNWwFUsE5HEfP9YLBy9S350HFqeOEK1hHQEo/TkIjTY8cILSiKIiYHIQuCgAWqYC0iIiIiIiIiNzGFkTchz83QVLODE/u303/kIBxroqT1XAXrqRc4prsYOssge7aCNfkK1ncUTgXreb4/ZLVjLnScGQQXLQpzMl/BuiMWI8wXk5kYBCwIAtaogrWIiIiIiIiIyAgKIwtUb+dJTtYfoPP4EfqbG3FbW+DkaYpaOpiYr2A9idxjqKEVrAHiATROge3jvYK1MZRFhmlhwLQgYFoQMi0ImBGELPB85nxKBetO26YumeB0LIZvWSRMRFUYMS8IuM9xFTqKiIiIiIiIiFwmhZHjUOB7nG4+wumGg/QcryPb2kTQdhL7dBdFZ/oo73Ipzldbrsg/zne2gvVAGiILijxoroYdt1nsXTD+KljHjGFyEObDxpCpQcD0fOA4Nf+19CKVq8/qsyzqkglOxuM4FsQMVEYRc/yA5Y5L7Aa9FhERERERERGRQqUwcgzq6z7NyWP76Th+hP7mBtwTJzAnT5Ns76GkM0NFT0jMQAqY/Cnn6U9DT3FulaMfBwOkgtx9HncttNh1m00mPT5Cx9IoGraicdp5QePkMLyssLDTtjkZj3EmFmPAtgnIhbHlYcRMP+Au1+MeVxWsRURERERERESuB4WRN1jge7S31HK6oYaepmNkWhrzqxo7SZ/pp7zLpcTJreC72KpGgMCG7hLoL8qtcgzt3L0c4yF0lkLTJDgyy+boDItsamwHjjFjmBSGFwwbz65yLLvEqkYADzgZj3MqFqMnZuNYFhG5FY5FRFSEEVPDkFs8n0WoerWIiIiIiIiIyI2mMPIa6+85w8n6/XQ0HqGvuQH3RAvmZDuJ9m5KOjJU9IbEI0gy8n6Nw86Tgt4SGBiyqjEegR+Dk5VwbLrFodk2JyYw5ovHlFzGqsbL+UPsyq9qbB+yqhEgaQylxlAdBEwLI2YFge7jKCIiIiIiIiIyBimMvAJhGAyuauxuOkqmuYmgrQ37dAfpM/2UdbmUZnMr+Mrzjwuex4LuUuhLg5PMrWq0DCQC6BqyqrF2hkV2jG+jjhnDxDC8wIrG/KrGMKA8uvSqRp9zqxq7h65qBIqMoSIMmRyGLPR87tCqRhERERERERGRcUlh5BD9PR2cbDxAZ+MR+prqcYasaizuzFDZHRCPIMGnr2rMpKC7GDJp8PKrGmNRbmt1eyXUTbM4PNumZSKYMb6qsfgiqxrPBo1Tgstb1dht27Tl79XYP2RVY8IYSiNDdZhb1ThTqxpFRERERERERArWTRNGhmHAmZajnG6ooaupjmzrcfy2k9inOkid6aWs06Usv6qxLP+44Hmsc/dqzJ5d1Qgk/dyqxpZqODw7t6pxoGhsx2p2/l6NUy+0qjF/D8fLXdV4Kh7jZCx+blWjlbuH5dlVjVPCiAVa1SgiIiIiIiIiclMr+DBy/dceYVKvS0VPQCLMveBPW9WYTebCxoEUeIlz92oMbDhdAXVTLY7MsWmeCMYevbDRMoaUMRQZQzoypPPfF0URaXPhn0siw+R80Dg1yK1qTFzG7+rJr2psH7Kq0QBJk6tyPSG/qnF54GpVo4iIiIiIiIiIXNSYDiMPHDjAk08+SV1dHU899RR//dd/jXWF25pnHeulNBYDIMqvauwryt2rMTi7qjHIbaturoba/KrGvuKrj9WuJihMR/nnTDR4TNoYiqL8c0P6nD3+Wji7qvFUflVjNn+vRpvcqsby/KrGeb7P7Z5WNYqIiIiIiIiIyNUbs2Gk67p88Ytf5N/8m3/DP/3TP/Gf/tN/4vnnn+fJJ5+8ovPUTod0Ator4NhUiyOzLE5OMqQsKBoSFKZNRFFkqDSGz0WGdO/IEPBGB4WXy7GswUfWzn11LQs//zXAIrQgzPeF3KrGkihiQhgyLQxZplWNIiIiIgXl7EdSk/+Ud/YT6rmfL/z8+d9fzjEXP9elf8fIc114DFa+xbro9+ef/dP7WEP6cBl9hp1HH5xFRESu2pgNI9966y16enp47rnnKC4u5sc//jHf/va3LxpGuq6L67qDP/f09AAwe7nHpFRIGo8ifIp6Aui5fuP284+zHOJkieOQxCFBlgQOCdyzX00ChyQu8dxzJoFPAoc4Hklck8AjgW/iePnjPJPAI/dzaBKAjUXuHpC5D0kXc3Wfmq42Wr2a487/0Hk9f9dn+X1Xfo5P73M547+c33OpPtfq91xN3yt1pee+snFf27Fc3n+by/g95vr/PV6rsV5v1/Maz7qOr/B6nvtKWNZnH8e1/m9woRFd6m/+YmHIxc95Zf0vffxnG8/1/H9kofjs71sXP/5Sx37a7/6s47o2576aMM++xMjkerCILhpeXjievXRQejn9L9eVf6a6nue+fp/XruSd61p/Frzavlc6lhv1vnK1n2eudnRX//s+++edC83ppT9vXP1xI2fpQue58t914eP0nnCt5PaPMuz/y8O/nmWGfb34e8Olz3Gpfhd+/vw+w/te6tyDr9ca3i90M8D3Mddw4d2YDSP37dvH6tWrKS4uBmDx4sXU1NRctP9PfvITnnnmmRHPr/nZ8es2RhERERERERERkULX19dHRUXFNTnXmA0je3t7mTdv3uDPlmURi8Xo6uqiqqpqRP8f/OAHfO973xv8ubu7mzlz5tDU1HTNJqsQrFixgp07d472MMYUzclwmo+RNCcjaU5G0pyMpDkZSXMykuZkJM3JSJqTc3p7e5k1axbNzc2Ul5eP9nDGDP2NjKQ5GUlzMpLmZCTNyXDGGJYvX8706dOv2TnHbBgZj8dJpVLDnkun02QymQuGkalUakR/gIqKCr1JDxGLxTQf59GcDKf5GElzMpLmZCTNyUiak5E0JyNpTkbSnIykORmpvLxcczKE/kZG0pyMpDkZSXMykuZkpGQyiW1fu63/Y/YmAhMmTKC9vX3Yc319fSSTyVEaUWH49re/PdpDGHM0J8NpPkbSnIykORlJczKS5mQkzclImpORNCcjaU7kUvQ3MpLmZCTNyUiak5E0JyNd6zmxzLW8A+U19N577/Hv//2/5+jRowA0NjZyxx130N/fTywWu+Txvb29VFRU0NPTo0RbREREREQKgq5zRERkvBuzKyPXrFlDT08PL7zwAgDPPvssjz766GUFkZDbtv0Xf/EXF9y6LSIiIiIiMh7pOkdERMa7MbsyEuCVV17hG9/4BmVlZYRhyKZNm7jzzjtHe1giIiIiIiIiIiJyFcZ0GAnQ2trKrl27uP/++5k0adJoD0dERERERERERESu0pgPI0VERERERERERKQwjNl7RorI9bFhwwYsy+LEiROjPRSRcamxsRHLsuju7r7sviI3qy1btnD33XeTTqd5+OGHOX78+GgPSURECpiudUQ+mxt1raMwUuQm8+677wKwbt26UR6JiIgUsu7ubr70pS/xla98hZqaGiZMmMA3v/nNyzp27ty5bNy48foOUERECo6udUTGh4III68kuRW52a1bt47Pf/7zeoMWEZHr6rXXXqO8vJxnnnmG+fPn87Of/YwPP/xQqyNFrpCudUQun651RMaHgggjReTytLe3s2/fPv7zf/7PrF+/HmMMzz//PCtXruSJJ56goqKCxx57jLa2tsFjvvWtb/GjH/2If/iHf+C2227jf/7P/zmKr0Bk7Ni4cSNz584d9pxlWTQ2No7KeETGmv3797N48eLB7TuzZ8+mrKyMmpoaNmzYwOLFiykrK+N3fud3aGlpAeCxxx7DsiyOHz/Oww8/jGVZPPvss6P5MkREZJzQtY7ItXO9r3UURorcRNatW8ett97Ko48+SldXF/v37wdg586d3Hfffezdu5dUKsXTTz897Lh33nmH//W//hfPPfccX/7yl0dh5CIiMt50dXVRUVEx7LmKigr27NnDl770Jb73ve9x6NAhKisr+Y//8T8C8Nvf/pauri5mzZrFa6+9RldXF9/97ndHY/giIjLO6FpHZPwouDBy8+bNLF26lOLiYlasWMGBAweAc6nuq6++ypw5c6iqquJ//I//McqjFbmx1q1bx+rVq0mn09xzzz2D91SZOXMm/+W//BfmzZvHj370I9544w2CIBg8rr6+nrfeeovf+73fY+bMmaM1fBERGeeMMQCsWbOGb33rW8ycOZP/9t/+G0899RQAJSUlVFZWYts2paWlVFZWkkqlRnPIImOKrnVELk7XOiLjR0GFkVEU8dWvfpU//MM/pL6+nvvvv5/vf//7g+0dHR08++yzvPHGGzzzzDN8//vfJ5vNjuKIRW6sdevW8Y//+I9UVlaye/fuwXupzJw5c3Ab3YwZMwjDkI6OjsHj/uRP/mTE6haRm8WuXbu4//77Rzwfi8WG/ZzJZG7UkETGherqarq6uoY919PTw9/8zd8M2/Yzc+ZMHn/88Rs8OpHxR9c6Ip9O1zoiV260rnUKKowE2LdvH9/73vc4fvw4fX191NbWDrb19/fzi1/8grvuuounn34az/M4ffr0KI5W5MapqamhtbWVTZs2sXfvXn71q1+xefNmXNelqamJKIoAaGpqIh6PM3HixMFjS0pKRmvYIqOutLSUnTt3EoYhkLvYKykpoby8fPA5yL2Ri8g5ixcvZt++fYOrIRsaGujv7+fJJ5+koaFhsF9tbS333HPP4PsQgG3bg8eJyDm61hG5MF3riFyd0brWGZdh5MWS20QiwXPPPceMGTP49re/TU9Pz7DJq6qqYsmSJQAkk0kAfdCVm8a7777LwoULWbVqFXPnzuUrX/kKQRAQj8c5ceIEP/nJT2hoaOAv//IveeKJJ0b8S4jIzWrBggVMnz6dv/7rv6alpYX//t//O48++igzZ86kra2NY8eOMTAwwI9+9KPRHqrImPL444+TzWb58z//c44dO8Z3vvMdPve5z/HHf/zHbN68meeff57m5mb+6q/+ismTJ2Pb5z6WLly4kLfffpu2tjY2bNgwiq9C5MbTtY7IldO1jsjVGa1rnXEZRl4suf3444/5xS9+waFDh9i1axd/+qd/Ouy48vLy0RiuyJiwbt06HnnkkcGfS0tLWb16Nf/1v/5XVq9ezZ49e1i6dCme56mKnMgQiUSCl156iX/+53/mjjvu4NSpU/z85z9nwYIFfOc73+HBBx/kwQcf5Ic//OFoD1VkTCkvL+fVV1/ltddeY9GiRfT29vLrX/+auXPnsnbtWp577jnuvPNOuru7+bu/+7thx/70pz/l7bffZt68eTzzzDOj9ApERoeudUSunK51RK7OaF3rWGYc/nOZ7/ssXLiQp59+mj/+4z/mBz/4AX19fTz11FP80R/9ER9//DHt7e386Z/+KdlsluPHj7Nx40a+9a1vDStDblkWDQ0NI8qVi9xMnn/+eZ5//nk2btw42kMRERERuenpWkfk2tG1jsjYNC5XRl4suX3sscf40pe+xLJly3j66af5d//u33HixAlOnTo12kMWERERERG5JF3riIhIoRuXKyNFRERERERERERk/BmXKyNFRERERERERERk/FEYKSIiIiIiIiIiIjeEwkgRERERERERERG5IcZNGLl27Vrmz59PPB5n1apVHDp0CIADBw6wYsUKqqqq+P73v8/5t8Ds6Ohg3rx5wyrLPf/881iWNeLx/PPP38BXJCIiIiIicm2vdQB+/etfM3v2bEpLS3n00UdHtIuIiIymcRFGHjt2jCeffJJnn32W1tZW5syZw1NPPYXrunzxi19k+fLl7Nq1i5qammGB4pkzZ3j88cdHvPl+4xvfoKura/DR3NzMxIkTWbNmzY19YSIiIiIiclO71tc6x44d48///M955ZVXqKmpYc6cOXzrW9+6oa9JRETk04yLMPLQoUP8+Mc/5mtf+xpTpkzhP/yH/8CuXbt466236Onp4bnnnmPBggX8+Mc/5le/+tXgcV//+tf5+te/PuJ8yWSSysrKwccLL7zA7//+7zN//vwb+bJEREREROQmd62vdfbs2cPq1atZtmwZs2fP5sknn6S2tvZGviQREZFPZZnz1/qPA7/85S/5+c9/zte+9jW2b9/Om2++CYAxhurqajo7OwGor69n/vz5WJZFQ0MDc+fOHXEux3GYM2cO27dvv2C7iIiIiIjIjfJZr3VqampYs2YN69atY/78+Tz99NMkk0n+/u//frRekoiIyDDx0R7AlfI8j5/+9Kd897vfpb6+nnnz5g22WZZFLBajq6uLqqqqy1rp+Jvf/IbVq1criBQRERERkVF1La51Fi1axFe/+lWWLVsGwLx589i+ffsNGb+IiMjlGBfbtIf64Q9/SGlpKX/2Z39GPB4nlUoNa0+n02Qymcs+3y9/+Uuefvrpaz1MERERERGRK3ItrnW2bdvGa6+9xvbt2+nr6+OP/uiP+N3f/d0RxW9ERERGy7gKI9etW8cvf/lLfvOb35BIJJgwYQLt7e3D+vT19ZFMJi/rfHV1ddTV1fHoo49ej+GKiIiIiIhclmt1rfPiiy/y9a9/nZUrV1JaWspf/dVfUV9fz759+67n8EVERC7buAkj6+vr+eY3v8kvfvELFi1aBMCKFSvYtm3bYJ/GxkZc12XChAmXdc6XXnqJxx9/nEQicV3GLCIiIiIicinX8lonCAJOnTo1+HNfXx8DAwOEYXh9Bi8iInKFxkUYmc1mefzxx/nyl7/ME088QX9/P/39/Tz00EP09PTwwgsvAPDss8/y6KOPEovFLuu8b7/9Ng8//PD1HLqIiIiIiMhFXetrnQceeICXX36Zn/3sZ/zmN7/hy1/+MlOmTGHx4sU34uWIiIhc0riopv3KK6/wla98ZcTzDQ0N7N27l2984xuUlZURhiGbNm3izjvvHNbvQtW0s9kslZWV7Nu3j9tvv/16vwQREREREZERrvW1jjGGv/zLv+Rv//ZvaWtr46677uJ//+//zfLly2/EyxEREbmkcRFGXkprayu7du3i/vvvZ9KkSaM9HBERERERkWtC1zoiIlJoCiKMFBERERERERERkbFvXNwzUkRERERERERERMY/hZEiIiIiIiIiIiJyQyiMFBERERERERERkRtCYaSIiIiIiIiIiIjcEAojRURERERERERE5IZQGCkiIiIiIiIiIiI3hMJIERERERERERERuSEURoqIiIiIiIiIiMgNoTBSREREREREREREboj/H3zBphqEIqdWAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "各月份不同状态客户占比：\n",
      "              active  inactive       new    return\n",
      "ordermonth                                        \n",
      "2017-01     0.000000  0.000000  1.000000  0.000000\n",
      "2017-02     0.001856  0.251508  0.746636  0.000000\n",
      "2017-03     0.001781  0.477632  0.520365  0.000223\n",
      "2017-04     0.002139  0.683680  0.313417  0.000764\n",
      "2017-05     0.001879  0.644051  0.352784  0.001286\n",
      "2017-06     0.001870  0.752730  0.243755  0.001645\n",
      "2017-07     0.001362  0.788632  0.208407  0.001599\n",
      "2017-08     0.000947  0.796498  0.200663  0.001893\n",
      "2017-09     0.001314  0.837905  0.158871  0.001911\n",
      "2017-10     0.001121  0.850136  0.146705  0.002038\n",
      "2017-11     0.001126  0.825425  0.171451  0.001998\n",
      "2017-12     0.001546  0.841097  0.155147  0.002211\n",
      "2018-01     0.000619  0.864495  0.132845  0.002041\n",
      "2018-02     0.000622  0.885537  0.112193  0.001647\n",
      "2018-03     0.000629  0.879299  0.118247  0.001824\n",
      "2018-04     0.000512  0.903740  0.094066  0.001682\n",
      "2018-05     0.000621  0.901098  0.096246  0.002035\n",
      "2018-06     0.000577  0.926806  0.070849  0.001768\n",
      "2018-07     0.000218  0.933105  0.065207  0.001469\n"
     ]
    }
   ],
   "source": [
    "c1 = cyc.apply(active_status, axis = 1, result_type = 'expand')\n",
    "#对cyc每一条entry进行状态函数判别，axis = 1是对行进行旁段，每一条返回结果进行合并。\n",
    "c1.columns = cyc.columns\n",
    "#更改列名\n",
    "c1 = c1.replace('unreg',np.nan)\n",
    "#未注册用户用NaN值填充\n",
    "print('各月份不同状态客户人数：')\n",
    "print(c1.apply(lambda x: x.value_counts()).T.fillna(0))\n",
    "c1.apply(lambda x: x.value_counts()).T.fillna(0).plot.area(figsize=(16, 6))\n",
    "plt.xlabel('')\n",
    "#统计每月unreg和new（inactive,active和return）人数，结果进行转置。最后形成面积图\n",
    "plt.show()\n",
    "print('各月份不同状态客户占比：')\n",
    "print(c1.apply(lambda x:x.value_counts()).T.fillna(0).apply(lambda x:x/x.sum(),axis=1))\n",
    "#打印不同状态客户的占比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57a48740-132f-42fe-bef1-8efdda9faa67",
   "metadata": {},
   "source": [
    "**结论：不活跃客户占比过大，业务增长主要依赖新用户。**\n",
    "\n",
    "**1.2017年新用户人数井喷，2018年新用户人数在6000及以上，但每个月的新用户占比逐渐下降。**\n",
    "\n",
    "**2.大量新用户转变为不活跃用户。3.活跃用户和回归用户占比不足3%。**\n",
    "\n",
    "**策略：该平台急需提高复购率，每激活1/10的不活跃用户，其收益就相当于一个月新增的用户贡献。运营应实施更多的激活老用户的活动，如会员充值制度，复购折扣等。**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80a2d740-2014-43c3-9030-3a31b32dda79",
   "metadata": {},
   "source": [
    "# **3.4 用户RFM分层**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0b2d4f92-2369-4798-846b-dbe0e57b0de5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rfm = order2.pivot_table(index = 'customer_unique_id', values = ['shipping_limit_date','order_id','payment_value'],aggfunc ={\n",
    "'shipping_limit_date':'max','order_id':'count','payment_value':'sum'})\n",
    "#构建透视表rfm，值分别为最新下单时间，订单数量和累计支付金额\n",
    "rfm.shipping_limit_date = (rfm.shipping_limit_date.max()-rfm.shipping_limit_date)/datetime.timedelta(days = 1)\n",
    "#rfm透视表中最新购买时间转化为，所有订单中最新订单与某用户的最新订单的时间差，并转化为天数\n",
    "level = rfm.apply(lambda x:x-x.mean()).map(lambda x:'1'if x>0 else '0')\n",
    "#定义level表，并将rfm的每一列计算与平均值的差值，大于0则标记1，小于0则标记0\n",
    "level=level.rename(columns={'order_id':'F','payment_value':'M','shipping_limit_date':'R'})\n",
    "#重新定义列名\n",
    "level['label'] = level.R+level.F+level.M\n",
    "#生成label列，并合成字符串\n",
    "d = {'111':'重要价值',\n",
    "     '011':'重要保持',\n",
    "     '101':'重要挽留',\n",
    "     '001':'重要发展',\n",
    "     '110':'一般价值',\n",
    "     '010':'一般保持',\n",
    "     '100':'一般挽留',\n",
    "     '000':'一般发展'\n",
    "}\n",
    "\n",
    "level['label'] = level['label'].map(d)\n",
    "#将对应标签与字符串进行映射\n",
    "rfm = rfm.merge(right = level, left_on = 'customer_unique_id',right_on = 'customer_unique_id')\n",
    "#根据customer_unique_id与rfm进行合并\n",
    "plt.subplot(1,2,1)\n",
    "plt.title('RFM用户数量占比')\n",
    "(rfm.groupby('label').count().R.sort_values(ascending=False) / rfm.order_id.count()).plot.bar()\n",
    "plt.xticks(rotation = 45)\n",
    "#已经根据字符串进行分类了，R、F、M三个值都相等，取其一进行排序，再用过订单count()进行占比统计\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title('RFM消费总金额占比')\n",
    "(rfm.groupby('label').payment_value.sum()/ rfm.payment_value.sum()).sort_values(ascending=False).plot.bar()\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()\n",
    "matrix=rfm[['shipping_limit_date','order_id','payment_value']]\n",
    "sns.pairplot(matrix)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf0512b2-436d-40f3-968b-e2e2bebdd08c",
   "metadata": {},
   "source": [
    "**结论：**\n",
    "\n",
    "**1. 数量上看，一般发展用户和一般挽留用户占比最大，都超过30%，重要发展用户和重要挽留用户占比其次，都超过了10%，其他用户数量占比极少。说明大多数用户的为中低价值用户，有充分的发展和优化空间。**\n",
    "\n",
    "**2. 金额上看，超过一半的金额来源于重要发展和重要挽留，重要价值和重要保持用户占比过低，说明该公司客户消费频率低，活跃度不高但消费金额高。对于重要价值和重要挽留客户，要主动联系客户，给予优惠提高复购率，并分析客户流失原因，做针对性的运营手段。对于一般发展和一般挽留客户，应增加免费试用提升用户兴趣。**\n",
    "\n",
    "**3. 从R分布图来讲，大多数客户活跃在最近一段时间，小部分客户下单时间较久；从F分布图来讲，大多数客户订单量在1-2的范围，极少数群体在3单以上；从M分布图上大金额订单客户较少，小金额订单客占大多数。R与F、M无显著关系，F与M存在负相关，下单数量少但金额大，下单数量多但金额少。对于这两类客户，加强大订单金额客户回购率，高频消费客户，可适当提高客单价，**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
